{"as_of":"2026-08-16T04:14:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:9ecc0791c873bbfe2d599132b71c50a33627f82e295d2000572907adb2efe4f4","coverage":[{"denominator":93,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":93,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-15T19:24:06.594438Z","state":"measured"},{"denominator":95,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":95,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-15T06:32:42.880941+00:00","state":"measured"},{"denominator":2,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":2,"source":"paper_references, paper_reference_links","source_observed_at":"2026-07-15T11:44:19.622453Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.16787","snapshot_observed_at":"2026-07-13T14:28:05.261852Z","title":"Revisiting lora through the lens of parameter redundancy: Spectral encoding helps.arXiv preprint arXiv:2506.16787, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2604.01313","last_updated":"2026-07-13T21:14:32Z","snapshot_observed_at":"2026-08-05T01:00:36.896864Z","submitted_at":"2026-04-01T18:36:47Z","title":"ScatterPrism: convergence for generative simulation and inverse problems in particle and nuclear physics","version":2},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-07-13T14:28:05.261852Z"},"links":{"cited_paper":"/paper/2506.16787","citing_paper":"/paper/2604.01313"},"observation_digest":"sha256:7cb804f3700b8e6968b42401e8aec0250cb146d6aa342a8da03c9d2ca0f80f24","observation_id":"709fcb9c-9057-4a18-a73a-2afbb2ab5fce","resolution":{"observed_at":"2026-07-13T14:28:05.261852Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.16787","snapshot_observed_at":"2026-07-15T11:44:19.622453Z","title":"Revisiting lora through the lens of parameter redundancy: Spectral encoding helps.arXiv preprint arXiv:2506.16787, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2604.01313","last_updated":"2026-07-13T21:14:32Z","snapshot_observed_at":"2026-08-05T01:00:36.896864Z","submitted_at":"2026-04-01T18:36:47Z","title":"ScatterPrism: convergence for generative simulation and inverse problems in particle and nuclear physics","version":3},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-07-15T11:44:19.622453Z"},"links":{"cited_paper":"/paper/2506.16787","citing_paper":"/paper/2604.01313"},"observation_digest":"sha256:d74e400a8b111ec88884a573ba82ab3ad45f693c10dee480bb964b76795d474f","observation_id":"3ea6b28b-4dba-4ca5-90bb-2c842d14d7b8","resolution":{"observed_at":"2026-07-15T11:44:19.622453Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2506.16787/citation-record","integrity":"/paper/2506.16787/integrity","json":"/paper/2506.16787/citation-record.json","paper":"/paper/2506.16787"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.121421Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.121421Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:29950d304533264e8c99bf908e263212318e1b1201d7b72a37e628691d5c39d5","observation_id":"f4aaf6f0-f38e-4af8-9aaa-3c3483f0bfad","resolution":{"observed_at":"2026-08-15T19:24:06.121421Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2108.07732","last_updated":"2021-08-16T03:57:30Z","snapshot_observed_at":"2026-08-15T17:40:38.050939Z","submitted_at":"2021-08-16T03:57:30Z","title":"Program Synthesis with Large Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2108.07732","snapshot_observed_at":"2026-08-15T19:24:06.127487Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.127487Z"},"links":{"cited_paper":"/paper/2108.07732","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:784b8300a75fd497c23fa403ab5f72bc3ab34d8adacbc0c53e23b15fc0ec7072","observation_id":"aeca784f-28e3-404f-8094-9e971eda312e","resolution":{"observed_at":"2026-08-15T19:24:06.127487Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.18689","last_updated":"2023-10-28T12:08:12Z","snapshot_observed_at":"2026-08-15T14:30:50.815166Z","submitted_at":"2023-10-28T12:08:12Z","title":"Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.18689","snapshot_observed_at":"2026-08-15T19:24:06.133978Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.133978Z"},"links":{"cited_paper":"/paper/2310.18689","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:7764db9b733ff488c8486825f9f3a87edf2e12fa376877a34ff7f1cb860a5e33","observation_id":"62e7bdef-dffd-477a-9514-446b868ccb88","resolution":{"observed_at":"2026-08-15T19:24:06.133978Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2405.17604","last_updated":"2025-08-19T19:14:56Z","snapshot_observed_at":"2026-08-12T23:56:46.255255Z","submitted_at":"2024-05-27T19:07:13Z","title":"LoRA-XS: Low-Rank Adaptation with Extremely Small Number of Parameters","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.17604","snapshot_observed_at":"2026-08-15T19:24:06.139200Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.139200Z"},"links":{"cited_paper":"/paper/2405.17604","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:53250218a1d952197eff12cefabe112b8f5e2873fd754b608c182a4caa9824d7","observation_id":"2c328c0c-8335-4e59-b285-83155e1fe574","resolution":{"observed_at":"2026-08-15T19:24:06.139200Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2401.11316","last_updated":"2024-01-20T20:25:17Z","snapshot_observed_at":"2026-08-13T04:38:32.280114Z","submitted_at":"2024-01-20T20:25:17Z","title":"PRILoRA: Pruned and Rank-Increasing Low-Rank Adaptation","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2401.11316","snapshot_observed_at":"2026-08-15T19:24:06.144693Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.144693Z"},"links":{"cited_paper":"/paper/2401.11316","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:1b8beb2360f9afe93f0d705c1f00f2dec98b5c8c0bc08c0ef2513602de2e0476","observation_id":"b6303373-898a-4802-9740-dda8b2aea69b","resolution":{"observed_at":"2026-08-15T19:24:06.144693Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2110.06821","last_updated":"2021-10-13T16:08:02Z","snapshot_observed_at":"2026-08-15T19:53:27.033020Z","submitted_at":"2021-10-13T16:08:02Z","title":"Leveraging redundancy in attention with Reuse Transformers","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2110.06821","snapshot_observed_at":"2026-08-15T19:24:06.150333Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.150333Z"},"links":{"cited_paper":"/paper/2110.06821","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:03da5f98905403d2792c52b493376c5fad5c6fc0cd2cf1f4838314f63925549b","observation_id":"45b54a84-6104-4be8-94ec-02a4ec903dfa","resolution":{"observed_at":"2026-08-15T19:24:06.150333Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2405.09673","last_updated":"2024-09-20T21:21:56Z","snapshot_observed_at":"2026-08-13T00:06:55.915196Z","submitted_at":"2024-05-15T19:27:45Z","title":"LoRA Learns Less and Forgets Less","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.09673","snapshot_observed_at":"2026-08-15T19:24:06.155971Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.155971Z"},"links":{"cited_paper":"/paper/2405.09673","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:a6160d6794535b733f9393b6edf60edb0cf9638280758d33436a7a7ecebeecb4","observation_id":"f4678908-a50b-4f36-8e52-d5c60eb74802","resolution":{"observed_at":"2026-08-15T19:24:06.155971Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.161125Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.161125Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:62b9804fe9778b053c591c8fdc3a10c978ca9dc47d4651d2bb3225dbaa3f8cfa","observation_id":"abc91d68-08eb-4add-9356-1db45d41d1da","resolution":{"observed_at":"2026-08-15T19:24:06.161125Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.165930Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.165930Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:e506b09ed95953a78d159e3746e4f2dd2367b523827684cc6f48e8d19d3f27e9","observation_id":"9c4b2ec9-12f8-4829-9ac5-5532ab913f6d","resolution":{"observed_at":"2026-08-15T19:24:06.165930Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.171503Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.171503Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:5c6bba9e1cf6881a687927bc4854d1778c640d12f75f597e6cfff5a66103fcb7","observation_id":"3bfd792c-d58b-43d7-9c6f-98a4a502de4f","resolution":{"observed_at":"2026-08-15T19:24:06.171503Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.19342","last_updated":"2025-07-01T03:40:43Z","snapshot_observed_at":"2026-08-12T23:13:35.359961Z","submitted_at":"2024-07-27T21:12:46Z","title":"Parameter-Efficient Fine-Tuning via Circular Convolution","version":4},"cited_work":{"arxiv_id":"2407.19342","doi":null,"metadata_source":"pith","pith_arxiv_id":"2407.19342","snapshot_observed_at":"2026-08-15T19:24:07.346292Z","title":"Parameter-Efficient Fine-Tuning via Circular Convolution","venue":"cs.LG","work_id":"b2b34a66-34f1-46c7-b39b-ef372a30afa7","year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.176668Z"},"links":{"cited_paper":"/paper/2407.19342","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:2adc529741a82e302f57a8a603b162153c437090ac39ba0d6e5b1896b4414944","observation_id":"9f2bc14d-b9ec-4300-ad6a-1f11fb575098","resolution":{"observed_at":"2026-08-15T19:24:07.352792Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.181864Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.181864Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:d5cd7d780097a269a8480bd53a4baa71cbe07b04cc2fd32a9c95a95058c69297","observation_id":"bf4c17fd-69cb-4535-ab21-b45ebc9ed810","resolution":{"observed_at":"2026-08-15T19:24:06.181864Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.02025","last_updated":"2024-03-15T15:28:11Z","snapshot_observed_at":"2026-08-15T07:16:32.244790Z","submitted_at":"2023-10-03T13:05:36Z","title":"DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.02025","snapshot_observed_at":"2026-08-15T19:24:06.186946Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.186946Z"},"links":{"cited_paper":"/paper/2310.02025","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:858c948ab5bb0f2c1d4c831822630914abb7ff7a4f3bd1052179b01f62e4610b","observation_id":"907f690d-1cb6-4ab3-a765-b11bfd38bbc0","resolution":{"observed_at":"2026-08-15T19:24:06.186946Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2107.03374","last_updated":"2021-07-14T17:16:02Z","snapshot_observed_at":"2026-08-08T11:58:24.516369Z","submitted_at":"2021-07-07T17:41:24Z","title":"Evaluating Large Language Models Trained on Code","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2107.03374","snapshot_observed_at":"2026-08-15T19:24:06.192435Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.192435Z"},"links":{"cited_paper":"/paper/2107.03374","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:842336325b33244f21b2069a4fcc1dad60aa2195bad28c4eedc4a0a86d27aba8","observation_id":"da06ba51-9681-4153-868c-ea6cd950e652","resolution":{"observed_at":"2026-08-15T19:24:06.192435Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.197562Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.197562Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:91ca794294c9813c078b7fe6711c210f4d34526ea3f76a916d70d2aa70cfa976","observation_id":"1b27dc35-51b6-410a-999c-7ea54edc03bc","resolution":{"observed_at":"2026-08-15T19:24:06.197562Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.201847Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.201847Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:7eb750eb78b30135c1dbf06aa5d7bf347bf31d1b3177041b643def6607ae49c2","observation_id":"c019807c-0552-4fa7-a0c9-808db4e35d9e","resolution":{"observed_at":"2026-08-15T19:24:06.201847Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.206350Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.206350Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:1df9dcdd6d204c71d9344cb727bbd54ab2a6408454cb080f9af7fbfe8924c186","observation_id":"b96c95eb-efe8-4fc1-a0c5-72af15c4a2a4","resolution":{"observed_at":"2026-08-15T19:24:06.206350Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.210982Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.210982Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:3054a4d8b8c6b6eabeea2c8eb4a66458a71e6680a546562ccb81f93baa24ec6e","observation_id":"64137fb6-d866-44ee-b95f-ef7eeba454e4","resolution":{"observed_at":"2026-08-15T19:24:06.210982Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1905.10044","last_updated":"2019-05-24T05:48:49Z","snapshot_observed_at":"2026-08-14T15:52:43.138964Z","submitted_at":"2019-05-24T05:48:49Z","title":"BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1905.10044","snapshot_observed_at":"2026-08-15T19:24:06.215767Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.215767Z"},"links":{"cited_paper":"/paper/1905.10044","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:b36deb61496cd86023cd32dc6fde1d99f99524e5c9e91af5ce25b9c358e61e1b","observation_id":"8e7edd73-b743-4adc-a13b-73f1987b1f9c","resolution":{"observed_at":"2026-08-15T19:24:06.215767Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1803.05457","last_updated":"2018-03-14T18:04:21Z","snapshot_observed_at":"2026-08-14T19:36:07.505691Z","submitted_at":"2018-03-14T18:04:21Z","title":"Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1803.05457","snapshot_observed_at":"2026-08-15T19:24:06.220722Z","title":null,"venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.220722Z"},"links":{"cited_paper":"/paper/1803.05457","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:d4a9f2e34336455d76f86173bfb4776acf473a74e367555fa38761c0337a1c58","observation_id":"33c4160a-d6d6-43a9-aefa-41006190d1e5","resolution":{"observed_at":"2026-08-15T19:24:06.220722Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2110.14168","last_updated":"2021-11-18T00:23:45Z","snapshot_observed_at":"2026-08-14T02:43:01.480086Z","submitted_at":"2021-10-27T04:49:45Z","title":"Training Verifiers to Solve Math Word Problems","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2110.14168","snapshot_observed_at":"2026-08-15T19:24:06.225650Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.225650Z"},"links":{"cited_paper":"/paper/2110.14168","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:f9b236ca298f7db9469f909ad8c70202312d195c171fe0fe5d54334dbe43063a","observation_id":"a61b1395-84bd-4c24-a405-302d3369e415","resolution":{"observed_at":"2026-08-15T19:24:06.225650Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.230719Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.230719Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:474f632cfc5540c566d77aeb53da976c8f93f71898259da4fa4443d473243a4e","observation_id":"f53bda74-6b08-4f49-9d72-756e301fc263","resolution":{"observed_at":"2026-08-15T19:24:06.230719Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.235260Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.235260Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:e73e41b84f748da288cc06fcaaa03ad01cfc4100fcac2584f4c8171c00c0b641","observation_id":"63f8968e-255d-4d7e-b36b-30f5b363e9ef","resolution":{"observed_at":"2026-08-15T19:24:06.235260Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.239987Z","title":null,"venue":null,"work_id":null,"year":2013},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.239987Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:c976dfcdacc3c0a54f1cffec13f6338fa33473a0403cbd95df6570e4f8875a22","observation_id":"a104c11b-333c-46d6-b719-02345c939c72","resolution":{"observed_at":"2026-08-15T19:24:06.239987Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.21783","last_updated":"2024-11-23T23:27:33Z","snapshot_observed_at":"2026-08-13T17:20:44.002518Z","submitted_at":"2024-07-31T17:54:27Z","title":"The Llama 3 Herd of Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.21783","snapshot_observed_at":"2026-08-15T19:24:06.244812Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.244812Z"},"links":{"cited_paper":"/paper/2407.21783","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:bfe4decb62daa817b6cc777f720f81c1c27d81ef08a9307c2c575125ed770a2d","observation_id":"ee055b76-8049-4011-8e7f-96c8013d7176","resolution":{"observed_at":"2026-08-15T19:24:06.244812Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1803.03635","last_updated":"2019-03-04T15:51:11Z","snapshot_observed_at":"2026-08-14T19:37:43.556604Z","submitted_at":"2018-03-09T18:51:28Z","title":"The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1803.03635","snapshot_observed_at":"2026-08-15T19:24:06.250279Z","title":null,"venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.250279Z"},"links":{"cited_paper":"/paper/1803.03635","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:e1906f0e74a3e73f649c1f993ea60da6d1c398d3b71b7c8abe2cab6cb7c2cfac","observation_id":"017e6491-1254-4a11-b0ea-582e98f05727","resolution":{"observed_at":"2026-08-15T19:24:06.250279Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.255209Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.255209Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:472d0aa795563bba7ed156f71c8b995df1d6cb60aedcb8dda140cd3f8503e0df","observation_id":"69a61dd5-d8ba-4bf5-87bb-a835e7ca27e1","resolution":{"observed_at":"2026-08-15T19:24:06.255209Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2405.03003","last_updated":"2024-05-05T17:15:24Z","snapshot_observed_at":"2026-08-14T06:54:44.252391Z","submitted_at":"2024-05-05T17:15:24Z","title":"Parameter-Efficient Fine-Tuning with Discrete Fourier Transform","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.03003","snapshot_observed_at":"2026-08-15T19:24:06.260701Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.260701Z"},"links":{"cited_paper":"/paper/2405.03003","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:7f28b4bb7f0f18fee88f498f6cc47d7ae96ab6ab54adb30fe8acbdf43049a0f2","observation_id":"b570e419-d386-4979-bb4d-6a6e23e755e4","resolution":{"observed_at":"2026-08-15T19:24:06.260701Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:08.106198Z","title":null,"venue":null,"work_id":"66c53447-7141-4167-8663-625963f028c5","year":2010},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.265857Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:0c64421191f5802d6ce5e1fb85287cd01bd9f8f879f51cf2fb7243a1db36102d","observation_id":"afbc4f7c-e0fa-4632-b62b-870d28f6e212","resolution":{"observed_at":"2026-08-15T19:24:08.111644Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:08.089913Z","title":null,"venue":null,"work_id":"f6010a94-b1a8-46ad-8cbb-9d57bae6ea05","year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.270684Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:ef689faf94c69978a64e4f6636497edeaa2e0af1b339b7ec34d22d861b6b4c71","observation_id":"18dcc5ea-73fc-47b0-be00-75d393ebc2e3","resolution":{"observed_at":"2026-08-15T19:24:08.095180Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1510.00149","last_updated":"2016-02-15T06:25:40Z","snapshot_observed_at":"2026-08-04T16:59:47.843960Z","submitted_at":"2015-10-01T09:03:44Z","title":"Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1510.00149","snapshot_observed_at":"2026-08-15T19:24:06.275349Z","title":null,"venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.275349Z"},"links":{"cited_paper":"/paper/1510.00149","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:3e386ea65ed394c3dc0d4871f1bbdb766ce82ea53c1b1ec8f88c11a4af245f94","observation_id":"5934c2a7-8624-401a-9d5e-817c1c7b2487","resolution":{"observed_at":"2026-08-15T19:24:06.275349Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:08.070815Z","title":null,"venue":null,"work_id":"742e6c1a-596a-419b-ba76-a261744ae34a","year":2015},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":32,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.280543Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:36c5964569c5ecb5483160d06a311ea75d2471b2ee112efae6b6838ea36a6185","observation_id":"59a9678e-7beb-4a30-b35e-02bcaffbafe5","resolution":{"observed_at":"2026-08-15T19:24:08.076545Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2110.04366","last_updated":"2022-02-02T16:39:23Z","snapshot_observed_at":"2026-08-13T17:56:57.877812Z","submitted_at":"2021-10-08T20:22:26Z","title":"Towards a Unified View of Parameter-Efficient Transfer Learning","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2110.04366","snapshot_observed_at":"2026-08-15T19:24:06.285084Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.285084Z"},"links":{"cited_paper":"/paper/2110.04366","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:7006d1fd0264ef23c0204b6646d1b8fd02e3603ec0fa474487176210d6f89edb","observation_id":"9f50ca30-9e83-486d-940a-a3b2094e3966","resolution":{"observed_at":"2026-08-15T19:24:06.285084Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.290367Z","title":null,"venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":34,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.290367Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:6fa21382b93cd119dec7349070caa92bc0e61c2686dc962505160422ea31c919","observation_id":"8f7a434c-d31f-4e83-83ab-22c6b455804b","resolution":{"observed_at":"2026-08-15T19:24:06.290367Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2210.04284","last_updated":"2022-11-10T12:48:10Z","snapshot_observed_at":"2026-08-13T14:09:41.870183Z","submitted_at":"2022-10-09T15:28:48Z","title":"SparseAdapter: An Easy Approach for Improving the Parameter-Efficiency of Adapters","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2210.04284","snapshot_observed_at":"2026-08-15T19:24:06.294743Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":35,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.294743Z"},"links":{"cited_paper":"/paper/2210.04284","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:5f38f0ae6f94f26a7360e6de4ea46cebaaa91c21612b53276c8cc1217c551f37","observation_id":"8d3f3567-0036-4c9d-8bc9-08d82bc3749d","resolution":{"observed_at":"2026-08-15T19:24:06.294743Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.15786","last_updated":"2024-10-17T02:43:35Z","snapshot_observed_at":"2026-08-15T15:10:21.170873Z","submitted_at":"2024-06-22T08:41:48Z","title":"What Matters in Transformers? Not All Attention is Needed","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.15786","snapshot_observed_at":"2026-08-15T19:24:06.299616Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":36,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.299616Z"},"links":{"cited_paper":"/paper/2406.15786","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:1f59782dc65450f4f59aa85e53eb83bb0769ad634a828fe7ac28f52a92b1f46e","observation_id":"b0aeb313-5be0-4adf-af01-c32ca730c56c","resolution":{"observed_at":"2026-08-15T19:24:06.299616Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2009.03300","last_updated":"2021-01-12T18:57:11Z","snapshot_observed_at":"2026-08-13T20:44:28.824685Z","submitted_at":"2020-09-07T17:59:25Z","title":"Measuring Massive Multitask Language Understanding","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2009.03300","snapshot_observed_at":"2026-08-15T19:24:06.305091Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":37,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.305091Z"},"links":{"cited_paper":"/paper/2009.03300","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:549e15805239142ae045c4f48eca1357d1efd6831b7d4450384691289815599f","observation_id":"58ea7d3b-0523-457b-876e-8a92b2d8f551","resolution":{"observed_at":"2026-08-15T19:24:06.305091Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.311034Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":38,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.311034Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:8d523a7cd1fb391fc21a3b38d07a9ae7abc40cfa369c705078efbdffcebb3daf","observation_id":"adb47928-e95c-4eba-a283-22ed69f07569","resolution":{"observed_at":"2026-08-15T19:24:06.311034Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2106.09685","last_updated":"2021-10-16T18:40:34Z","snapshot_observed_at":"2026-08-11T08:20:29.798517Z","submitted_at":"2021-06-17T17:37:18Z","title":"LoRA: Low-Rank Adaptation of Large Language Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2106.09685","snapshot_observed_at":"2026-08-15T19:24:06.315903Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":39,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.315903Z"},"links":{"cited_paper":"/paper/2106.09685","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:05835ae71c70adf4ba4adb53233c22870b0780c7b095690f765c26fbda9c362e","observation_id":"ba627388-c8b6-46e2-98ab-eef19389a15e","resolution":{"observed_at":"2026-08-15T19:24:06.315903Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2304.01933","last_updated":"2023-10-09T15:38:46Z","snapshot_observed_at":"2026-08-13T12:09:20.320930Z","submitted_at":"2023-04-04T16:31:37Z","title":"LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2304.01933","snapshot_observed_at":"2026-08-15T19:24:06.321189Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":40,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.321189Z"},"links":{"cited_paper":"/paper/2304.01933","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:4ac7607ad175bf5e880c11a7fdf8fe0b07ab7aa3230302863d5a66f1957db3b4","observation_id":"d1d386c3-46ab-4c2e-9657-d56850c0b45f","resolution":{"observed_at":"2026-08-15T19:24:06.321189Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:08.030395Z","title":null,"venue":null,"work_id":"d4b41b7d-f407-43b8-8cc0-5b72a6418c34","year":2025},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":41,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.326979Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:008f173705950ea2d3453b6cb9876d6d7518a26f50c0803cfd188dc1940284aa","observation_id":"903d2eac-11a0-4374-b732-40d3fc750d81","resolution":{"observed_at":"2026-08-15T19:24:08.035524Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2112.15545","last_updated":"2021-12-31T16:50:31Z","snapshot_observed_at":"2026-08-15T19:39:49.295013Z","submitted_at":"2021-12-31T16:50:31Z","title":"Training and Generating Neural Networks in Compressed Weight Space","version":1},"cited_work":{"arxiv_id":"2112.15545","doi":null,"metadata_source":"pith","pith_arxiv_id":"2112.15545","snapshot_observed_at":"2026-08-15T19:24:07.037152Z","title":"Training and Generating Neural Networks in Compressed Weight Space","venue":"cs.LG","work_id":"31920fca-0340-4985-9a5a-7435ab89b75a","year":2021},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":42,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.331580Z"},"links":{"cited_paper":"/paper/2112.15545","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:9ed5d7744fcc59d675edce07307d146fcc83688b3f8aed2ec7dd92215d63a9c7","observation_id":"29589ae5-2dd9-4fa6-bf7e-9554d415f253","resolution":{"observed_at":"2026-08-15T19:24:07.045784Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:08.013560Z","title":null,"venue":null,"work_id":"8d9c7d69-2a5d-4a2e-8627-543d53e9dbd8","year":2025},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":43,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.335880Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:3c05d68cf5dcc4b2c4412ccfdb0ad04e94804d02136881403375b7f205162e88","observation_id":"1cdf0c57-c6d2-405b-8875-d503c5fd7378","resolution":{"observed_at":"2026-08-15T19:24:08.018353Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:07.994714Z","title":null,"venue":null,"work_id":"16a89c9b-f09d-4a9f-92be-bcee09afaf4d","year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":44,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.340096Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:223094cfc92c6c1f574e2fc61a8b6a9e57168b99c57edecd883ae06d5e9deba7","observation_id":"321d5bb3-fab1-4a05-8aea-7513a3f7e513","resolution":{"observed_at":"2026-08-15T19:24:08.000033Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2405.12130","last_updated":"2024-05-20T15:48:32Z","snapshot_observed_at":"2026-08-13T00:03:41.650359Z","submitted_at":"2024-05-20T15:48:32Z","title":"MoRA: High-Rank Updating for Parameter-Efficient Fine-Tuning","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.12130","snapshot_observed_at":"2026-08-15T19:24:06.344294Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":45,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.344294Z"},"links":{"cited_paper":"/paper/2405.12130","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:6702fed51d296d101aafd61ad61017150e31ca70b27f90ec245366386b53397f","observation_id":"904617b8-cadc-4813-a400-22afcda8b021","resolution":{"observed_at":"2026-08-15T19:24:06.344294Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.348759Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":46,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.348759Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:a12b403e0307f6fd622bd469919e10859f385bb38c298ab3085c62c0f393b5eb","observation_id":"19b0acb7-dc3f-47e5-ae76-558ab8aa4b0a","resolution":{"observed_at":"2026-08-15T19:24:06.348759Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.353052Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":47,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.353052Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:ed8cdd3b26d06b781b2e74e2c624896b081c54be85dfc07c8e2d46b189724dbf","observation_id":"8e018054-c9be-4387-b4d4-393e25671600","resolution":{"observed_at":"2026-08-15T19:24:06.353052Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.11454","last_updated":"2024-01-16T18:59:22Z","snapshot_observed_at":"2026-08-13T05:47:23.578307Z","submitted_at":"2023-10-17T17:59:46Z","title":"VeRA: Vector-based Random Matrix Adaptation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.11454","snapshot_observed_at":"2026-08-15T19:24:06.357400Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":48,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.357400Z"},"links":{"cited_paper":"/paper/2310.11454","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:fb2a9331ede850cb12c413127b25b22d69425e736c6334c374d150370f92ad12","observation_id":"1e28afe2-246e-41cc-8086-27e8c64295d6","resolution":{"observed_at":"2026-08-15T19:24:06.357400Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:07.956685Z","title":null,"venue":null,"work_id":"d1d038f2-1403-4a56-b30d-eafc9248dbdc","year":2010},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":49,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.362498Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:23cceee1dad093cdbbbaf1f17a348fa738eb9e41790a6a7e96560179ab668b0e","observation_id":"b4bcf09b-3834-4031-9a8f-2c9b6a30fb67","resolution":{"observed_at":"2026-08-15T19:24:07.961837Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1810.02340","last_updated":"2019-02-23T07:45:29Z","snapshot_observed_at":"2026-08-14T18:19:22.875247Z","submitted_at":"2018-10-04T17:39:58Z","title":"SNIP: Single-shot Network Pruning based on Connection Sensitivity","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1810.02340","snapshot_observed_at":"2026-08-15T19:24:06.371108Z","title":null,"venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":50,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.371108Z"},"links":{"cited_paper":"/paper/1810.02340","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:a3dd1dafad3bc7b8afd3cd6fb729a128b0536e981ffd2387f644a19e9662fc0b","observation_id":"46319e31-f5d1-4234-9f08-d2008b2dca0a","resolution":{"observed_at":"2026-08-15T19:24:06.371108Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2104.08691","last_updated":"2021-09-02T17:34:41Z","snapshot_observed_at":"2026-08-06T15:24:34.790850Z","submitted_at":"2021-04-18T03:19:26Z","title":"The Power of Scale for Parameter-Efficient Prompt Tuning","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2104.08691","snapshot_observed_at":"2026-08-15T19:24:06.377516Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":51,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.377516Z"},"links":{"cited_paper":"/paper/2104.08691","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:230279d838d923dabcd9999bc56aad2404e75a16573dbd16e8bca8ea877124bd","observation_id":"b315c178-6750-4110-89c4-5c52071f99fb","resolution":{"observed_at":"2026-08-15T19:24:06.377516Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2101.00190","last_updated":"2021-01-01T08:00:36Z","snapshot_observed_at":"2026-08-12T12:37:28.207761Z","submitted_at":"2021-01-01T08:00:36Z","title":"Prefix-Tuning: Optimizing Continuous Prompts for Generation","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2101.00190","snapshot_observed_at":"2026-08-15T19:24:06.382825Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":52,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.382825Z"},"links":{"cited_paper":"/paper/2101.00190","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:0dd91fab0707b05f7856fd977578db90d15053cbea0789b8366199076149debe","observation_id":"26e80837-a64a-4e26-bcb7-ab85803e1108","resolution":{"observed_at":"2026-08-15T19:24:06.382825Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:07.940144Z","title":null,"venue":null,"work_id":"44eb597d-bf81-460a-a35f-ea5aef639939","year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":53,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.387725Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:36d6a5390b2e8d8ac76f9723c27ad1f4eb1e2edc4142acd0653f8645817ddbeb","observation_id":"372a55e3-dcf2-4900-bf83-f9155b9c9192","resolution":{"observed_at":"2026-08-15T19:24:07.945616Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2405.15179","last_updated":"2024-10-29T03:24:43Z","snapshot_observed_at":"2026-08-12T23:59:12.450434Z","submitted_at":"2024-05-24T03:24:34Z","title":"VB-LoRA: Extreme Parameter Efficient Fine-Tuning with Vector Banks","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.15179","snapshot_observed_at":"2026-08-15T19:24:06.392563Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":54,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.392563Z"},"links":{"cited_paper":"/paper/2405.15179","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:094d1efa70c87c05dc4d23944451721699d6f549b5063d9449d77edbf6141dce","observation_id":"4deafc04-b63a-48fc-9722-af575f39c344","resolution":{"observed_at":"2026-08-15T19:24:06.392563Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:07.922141Z","title":null,"venue":null,"work_id":"82b9e8c8-c478-4526-a904-61da2c63e945","year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":55,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.397688Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:1f3b8eb25888cb96dbf04f204f6a77d11191b4b0354ffecd2c3b863318beab10","observation_id":"a8d3a601-4e1f-4bdd-98cf-2a5e28bf68d8","resolution":{"observed_at":"2026-08-15T19:24:07.928081Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.402367Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":56,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.402367Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:5c3cb94619e2ede351020aadb3e73c20d3a26c1e2aaaa36f6f691f4f733ddbc3","observation_id":"af6e2052-d33f-433e-912d-22edff35bf41","resolution":{"observed_at":"2026-08-15T19:24:06.402367Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.409098Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":57,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.409098Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:f009405ccbc360110800971610395b456ecf9c98cb700e47efe1701e4bdd162a","observation_id":"8ae9f3a5-ffb3-4a42-acaf-713a3ea371e2","resolution":{"observed_at":"2026-08-15T19:24:06.409098Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2402.09353","last_updated":"2024-07-09T05:59:16Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-02-14T17:59:34Z","title":"DoRA: Weight-Decomposed Low-Rank Adaptation","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.09353","snapshot_observed_at":"2026-08-15T19:24:06.414275Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":58,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.414275Z"},"links":{"cited_paper":"/paper/2402.09353","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:6f670a3ebfd7ab797baeebd3132e3aad34aab51d1c3e28e30c212a3ac6955af0","observation_id":"ee37ff88-e4d7-4c2a-a2d6-723c20894749","resolution":{"observed_at":"2026-08-15T19:24:06.414275Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2202.02643","last_updated":"2022-02-05T21:19:41Z","snapshot_observed_at":"2026-08-13T16:46:48.686295Z","submitted_at":"2022-02-05T21:19:41Z","title":"The Unreasonable Effectiveness of Random Pruning: Return of the Most Naive Baseline for Sparse Training","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2202.02643","snapshot_observed_at":"2026-08-15T19:24:06.419560Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":59,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.419560Z"},"links":{"cited_paper":"/paper/2202.02643","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:dccaa5d4edce0fca7d4b2185718061f0022aef48e0ed8240feb1a1b378e1c66b","observation_id":"17b44bef-f4d6-4866-909d-ce5dbded6dcc","resolution":{"observed_at":"2026-08-15T19:24:06.419560Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2110.07602","last_updated":"2022-03-20T15:13:08Z","snapshot_observed_at":"2026-08-14T08:27:33.738990Z","submitted_at":"2021-10-14T17:58:47Z","title":"P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2110.07602","snapshot_observed_at":"2026-08-15T19:24:06.424703Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":60,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.424703Z"},"links":{"cited_paper":"/paper/2110.07602","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:07212f2d84c8ef4e46cddd2384c71759f535cf5f4cf4ba917182c7ff092e0ea2","observation_id":"8e3be498-e9a6-4c91-aef4-712c023ec9d4","resolution":{"observed_at":"2026-08-15T19:24:06.424703Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.429593Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":61,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.429593Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:12bf0c567c51a1ad03e66531fd928ec11757fc6e60e465e8fb32cfc7d0969e86","observation_id":"cae9beef-94ac-4daf-91b9-c234a36e4782","resolution":{"observed_at":"2026-08-15T19:24:06.429593Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.434261Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":62,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.434261Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:a2c4a47825e406597fd517e9a2dbcc5d612d9a1ef7c9e00ed0c891f0629f6712","observation_id":"4e666f5b-1b7d-4068-8ad4-21e9e2417186","resolution":{"observed_at":"2026-08-15T19:24:06.434261Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.439049Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":63,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.439049Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:67ead3c3ef7feaa5b77285c20241b0eb6f72e0ebae2f0a2c91f14c91014c030e","observation_id":"515c9ea7-f730-4f4a-947e-e375a30e43e1","resolution":{"observed_at":"2026-08-15T19:24:06.439049Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.03853","last_updated":"2024-10-11T09:43:32Z","snapshot_observed_at":"2026-08-16T02:20:04.065669Z","submitted_at":"2024-03-06T17:04:18Z","title":"ShortGPT: Layers in Large Language Models are More Redundant Than You Expect","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.03853","snapshot_observed_at":"2026-08-15T19:24:06.443966Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":64,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.443966Z"},"links":{"cited_paper":"/paper/2403.03853","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:ad9e9b0d7aa5115f94cab296708cc1e78422df974a8a367729bd450ae3a2ed1a","observation_id":"9fd079c6-6854-4ae9-b3d7-9416478a6f64","resolution":{"observed_at":"2026-08-15T19:24:06.443966Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1809.02789","last_updated":"2018-09-08T11:47:16Z","snapshot_observed_at":"2026-08-14T07:00:02.529732Z","submitted_at":"2018-09-08T11:47:16Z","title":"Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1809.02789","snapshot_observed_at":"2026-08-15T19:24:06.449160Z","title":null,"venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":65,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.449160Z"},"links":{"cited_paper":"/paper/1809.02789","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:4f4971e33e1ccca4005628a6396a49d118a6942cddc17b0a707d7db5863bbc1c","observation_id":"dccff052-c920-4ec1-9805-76044e754ced","resolution":{"observed_at":"2026-08-15T19:24:06.449160Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:07.851937Z","title":null,"venue":null,"work_id":"8bd8843a-9227-4cbb-9e78-1530c80eeed1","year":2018},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":66,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.454436Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:07531df0d97fbc5010d6bc5c4f1631d5cb98f1551c1b8ce1008e0073870478a1","observation_id":"f5da71b3-ba13-4ce7-b697-977419e9a492","resolution":{"observed_at":"2026-08-15T19:24:07.856973Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2401.04679","last_updated":"2024-06-03T06:59:31Z","snapshot_observed_at":"2026-08-14T03:08:07.485368Z","submitted_at":"2024-01-09T17:09:01Z","title":"RoSA: Accurate Parameter-Efficient Fine-Tuning via Robust Adaptation","version":7},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2401.04679","snapshot_observed_at":"2026-08-15T19:24:06.459185Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":67,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.459185Z"},"links":{"cited_paper":"/paper/2401.04679","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:66a23281d8e61bf3180c83e1343867ea8532a76417e0299b9453677add364b41","observation_id":"70e3b329-7b5d-4c26-8c31-0a7bd9ebb293","resolution":{"observed_at":"2026-08-15T19:24:06.459185Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:07.786033Z","title":null,"venue":null,"work_id":"5c872896-53e1-4fb4-8b0e-c55e83f610f7","year":1982},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":68,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.464760Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:ec06328680a32471187fa72dcaf4c92ca21fbd35be033e16d959078073a740bb","observation_id":"587e4845-4a30-4f16-a00c-a5b5c4579cbe","resolution":{"observed_at":"2026-08-15T19:24:07.840885Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2005.00247","last_updated":"2021-01-26T12:54:33Z","snapshot_observed_at":"2026-08-11T03:47:32.551562Z","submitted_at":"2020-05-01T07:03:42Z","title":"AdapterFusion: Non-Destructive Task Composition for Transfer Learning","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2005.00247","snapshot_observed_at":"2026-08-15T19:24:06.469490Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":69,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.469490Z"},"links":{"cited_paper":"/paper/2005.00247","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:cc97b2839b0d7b2bb8fc6d9035216bd1860dc2b8b7e19606dac302ad27157971","observation_id":"821d8661-a34c-4c5c-908a-53168fdefc93","resolution":{"observed_at":"2026-08-15T19:24:06.469490Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.474369Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":70,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.474369Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:85f9d61e4a8a174300dabf8b24aa562506826e7243e61564098aa09dc4ea43e3","observation_id":"705d3576-55ac-4f11-9b27-7bac44ca0854","resolution":{"observed_at":"2026-08-15T19:24:06.474369Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2311.09578","last_updated":"2024-04-12T23:15:51Z","snapshot_observed_at":"2026-08-13T05:24:11.208172Z","submitted_at":"2023-11-16T05:29:39Z","title":"Tied-Lora: Enhancing parameter efficiency of LoRA with weight tying","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2311.09578","snapshot_observed_at":"2026-08-15T19:24:06.479235Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":71,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.479235Z"},"links":{"cited_paper":"/paper/2311.09578","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:3549c9b3bf6bb7755863409b7fdc176ed693efd5ded8b4b8e9451e2fa746fd22","observation_id":"f3995037-9965-4d18-a54b-b388714239d4","resolution":{"observed_at":"2026-08-15T19:24:06.479235Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.484329Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":72,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.484329Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:89e1da7a370024196b41e0678ae2b5b9271755c9a626773b8326063e2f28f2d9","observation_id":"4627befb-f6d4-4f74-a85e-fa2a3f21b0f7","resolution":{"observed_at":"2026-08-15T19:24:06.484329Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1904.09728","last_updated":"2019-09-09T17:29:55Z","snapshot_observed_at":"2026-08-12T21:45:41.485479Z","submitted_at":"2019-04-22T05:36:37Z","title":"SocialIQA: Commonsense Reasoning about Social Interactions","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1904.09728","snapshot_observed_at":"2026-08-15T19:24:06.489077Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":73,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.489077Z"},"links":{"cited_paper":"/paper/1904.09728","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:319c0fab90ece4045ab974ef5af45b027850afdc4cf37dd9516d7b6aa14a1bf5","observation_id":"3fec5a4e-7e28-44de-a265-486b9bace028","resolution":{"observed_at":"2026-08-15T19:24:06.489077Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.17740","last_updated":"2024-12-17T21:11:27Z","snapshot_observed_at":"2026-08-12T23:35:04.775375Z","submitted_at":"2024-06-25T17:26:05Z","title":"Structured Unrestricted-Rank Matrices for Parameter Efficient Fine-tuning","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.17740","snapshot_observed_at":"2026-08-15T19:24:06.494661Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":74,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.494661Z"},"links":{"cited_paper":"/paper/2406.17740","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:dab615090e7ba641dda56c1f3ae8229461551f629fea8952af0f0ef4c575c73a","observation_id":"b4955312-7867-4b08-bba1-0f0876cf8170","resolution":{"observed_at":"2026-08-15T19:24:06.494661Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2302.13971","last_updated":"2023-02-27T17:11:15Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-02-27T17:11:15Z","title":"LLaMA: Open and Efficient Foundation Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2302.13971","snapshot_observed_at":"2026-08-15T19:24:06.500118Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":75,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.500118Z"},"links":{"cited_paper":"/paper/2302.13971","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:0f27761dee9e9d99fe084055bb383a71518b411d829b6ce0510820aed76e08ff","observation_id":"c31a9d6d-f590-4855-9297-e75edb544b2f","resolution":{"observed_at":"2026-08-15T19:24:06.500118Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2307.09288","last_updated":"2023-07-19T17:08:59Z","snapshot_observed_at":"2026-08-07T12:56:43.323460Z","submitted_at":"2023-07-18T14:31:57Z","title":"Llama 2: Open Foundation and Fine-Tuned Chat Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2307.09288","snapshot_observed_at":"2026-08-15T19:24:06.505927Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":76,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.505927Z"},"links":{"cited_paper":"/paper/2307.09288","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:aa8caf3e22bf7b6abd14fbdc623f6eea6b4cdb3f81c42d5a0406007bd520c2ef","observation_id":"d30a5a97-f88c-40a8-9545-ccf20bd9e97d","resolution":{"observed_at":"2026-08-15T19:24:06.505927Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:07.747652Z","title":null,"venue":null,"work_id":"08dc0fab-511e-42b8-9868-a8260205f30e","year":2016},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":77,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.511184Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:2626c413e02d10e977b44119088229b388581366fa646f31f15eea0fbf52b366","observation_id":"b2b0cddc-4a2d-45cb-a864-6391e33d35bb","resolution":{"observed_at":"2026-08-15T19:24:07.752065Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:07.729263Z","title":null,"venue":null,"work_id":"ca350a0d-dd8d-4ebb-a2c2-b9b95b319441","year":2013},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":78,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.515919Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:0192e4cb8c8bef72f7e028a752b6cd72ae0d11d7b5eef885c2867e2364c77ad5","observation_id":"6ee62555-fc74-488d-b010-2257cb9b8a03","resolution":{"observed_at":"2026-08-15T19:24:07.734120Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2002.07376","last_updated":"2020-08-07T00:02:33Z","snapshot_observed_at":"2026-08-10T04:53:00.900945Z","submitted_at":"2020-02-18T05:14:47Z","title":"Picking Winning Tickets Before Training by Preserving Gradient Flow","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2002.07376","snapshot_observed_at":"2026-08-15T19:24:06.520562Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":79,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.520562Z"},"links":{"cited_paper":"/paper/2002.07376","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:32edae99359657ceb67484671cff4427e2dbb516da2205bab3d2fbaf7fd852c3","observation_id":"c2cdf459-e36a-4e44-b02a-dcff1ebfb25e","resolution":{"observed_at":"2026-08-15T19:24:06.520562Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.525694Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":80,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.525694Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:0c34e078ff9e9695b3a3477efa6f1f1654c719377dbfec1f98e165841b65ab25","observation_id":"aae2ce2a-d934-4a77-a8c7-f2d514768127","resolution":{"observed_at":"2026-08-15T19:24:06.525694Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.530377Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":81,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.530377Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:bf899b1a07e8e27635ad2485d7e9dff87044489bc365bc3f436296f982bc8194","observation_id":"ddba532b-6db0-447b-85e8-04c410267f69","resolution":{"observed_at":"2026-08-15T19:24:06.530377Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:07.690838Z","title":null,"venue":null,"work_id":"0bb2c750-8dc1-4c45-89a5-14f4a261d94c","year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":82,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.535273Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:77ccd0881aa4a53656239a861446703c8f5d8687a21318dd087d96d87c1d9bbd","observation_id":"dbd081af-0286-41f9-b426-ce4f50918957","resolution":{"observed_at":"2026-08-15T19:24:07.696302Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:07.674002Z","title":null,"venue":null,"work_id":"5d23efa4-c91e-4ecb-8626-b850528a6643","year":2020},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":83,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.540094Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:c9384d7e7eb80789efaf702cf4e0dd7d6bb98863e93f460640666c6b4d4bb33f","observation_id":"8266a425-96db-441f-b98f-8826613461c4","resolution":{"observed_at":"2026-08-15T19:24:07.679308Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:07.657329Z","title":null,"venue":null,"work_id":"68f71d9d-8e74-4db5-80d6-68c5003e57f4","year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":84,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.545306Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:2913ce5cac7ccb68feb5a1e2a298a90ffd193c70eeb1709a4d6372bba4de954d","observation_id":"41f6a7e4-2dee-4e99-b5fb-770cd9089f10","resolution":{"observed_at":"2026-08-15T19:24:07.662506Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.550518Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":85,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.550518Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:366f09964b16811a298ac66efd56ada6063b8ed5b623477775c5462cff46c894","observation_id":"994b0e1e-d1db-4004-8bfc-c1d996bef766","resolution":{"observed_at":"2026-08-15T19:24:06.550518Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2309.12284","last_updated":"2024-05-03T17:36:07Z","snapshot_observed_at":"2026-08-13T10:57:13.012119Z","submitted_at":"2023-09-21T17:45:42Z","title":"MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2309.12284","snapshot_observed_at":"2026-08-15T19:24:06.555095Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":86,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.555095Z"},"links":{"cited_paper":"/paper/2309.12284","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:e8c1b07e52f537a238553be2c854ee536ece8d30d413ad6d95f18f5b95f99991","observation_id":"5bca5192-fd86-4b43-a7cc-e1a0f75de4e8","resolution":{"observed_at":"2026-08-15T19:24:06.555095Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1905.07830","last_updated":"2019-05-19T23:57:23Z","snapshot_observed_at":"2026-08-15T09:37:44.321271Z","submitted_at":"2019-05-19T23:57:23Z","title":"HellaSwag: Can a Machine Really Finish Your Sentence?","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1905.07830","snapshot_observed_at":"2026-08-15T19:24:06.560284Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":87,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.560284Z"},"links":{"cited_paper":"/paper/1905.07830","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:01d4e763da84b33e3260422dd2f0f32e4c8873698faa3600012a712387254eec","observation_id":"d0ab6156-15b6-4039-a5e6-b925e1b7e97c","resolution":{"observed_at":"2026-08-15T19:24:06.560284Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2308.03303","last_updated":"2026-05-09T05:30:15Z","snapshot_observed_at":"2026-08-13T08:01:16.750424Z","submitted_at":"2023-08-07T05:12:27Z","title":"LoRA-FA: Efficient and Effective Low Rank Representation Fine-tuning","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2308.03303","snapshot_observed_at":"2026-08-15T19:24:06.565732Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":88,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.565732Z"},"links":{"cited_paper":"/paper/2308.03303","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:bd2071c0f3ad0a1b12788ccd8836d48adc9584973db450cbf87d802658c549ac","observation_id":"88097e43-745f-4695-abfd-cf031b7aa2f8","resolution":{"observed_at":"2026-08-15T19:24:06.565732Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2303.10512","last_updated":"2023-12-20T20:56:14Z","snapshot_observed_at":"2026-08-12T23:46:47.414754Z","submitted_at":"2023-03-18T22:36:25Z","title":"AdaLoRA: Adaptive Budget Allocation for Parameter-Efficient Fine-Tuning","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.10512","snapshot_observed_at":"2026-08-15T19:24:06.571510Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":89,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.571510Z"},"links":{"cited_paper":"/paper/2303.10512","citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:f9348feecfc27067c983b367687f7b2bd1671f7e3a30603f01d0679536407963","observation_id":"7ae83e3d-1b61-418b-af17-97846b315185","resolution":{"observed_at":"2026-08-15T19:24:06.571510Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:07.630399Z","title":null,"venue":null,"work_id":"dc74acda-39cf-47a3-bbdd-5b9a6539adda","year":2022},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":90,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.577970Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:689f00eb478af25583b48a03f2b2ff7321f75dbce442cc70f76747aa002b08ee","observation_id":"4039c13e-26d6-470c-9439-bde5aad094e0","resolution":{"observed_at":"2026-08-15T19:24:07.635265Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:07.614164Z","title":null,"venue":null,"work_id":"08c96531-c7fc-4afc-b61d-b8d02113e725","year":2024},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":91,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.583514Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:e96d5d25600e312ef1a48bffdab32a7ffd077dbbfd3e4010a26d4939bb8916b8","observation_id":"408fa545-9c67-4402-92a4-e8fbf24af185","resolution":{"observed_at":"2026-08-15T19:24:07.619042Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.588817Z","title":"online\" 'onlinestring :=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":92,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.588817Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:e7f3efecf7d6aecb4bb30df9326c8b7783fc373e1d82aabe27612bd1df757d1c","observation_id":"60e469be-ace9-4769-9120-48b4d5b0b299","resolution":{"observed_at":"2026-08-15T19:24:06.588817Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T19:24:06.594438Z","title":"write newline","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps","version":1},"reference_index":93,"source":"arxiv_source","source_observed_at":"2026-08-15T19:24:06.594438Z"},"links":{"citing_paper":"/paper/2506.16787"},"observation_digest":"sha256:006f0535e23e0c2ecd4b28267c16b25bb93cd6e91d42a1d885fc2a4365246495","observation_id":"4ab77c84-edb6-43e6-887d-b5dd9217da66","resolution":{"observed_at":"2026-08-15T19:24:06.594438Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2506.16787","last_updated":"2025-06-20T07:09:05Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-15T19:16:17.267774Z","submitted_at":"2025-06-20T07:09:05Z","title":"Revisiting LoRA through the Lens of Parameter Redundancy: Spectral Encoding Helps"},"reference_resolution":{"displayed":93,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":91,"verified_exact":2,"verified_fuzzy":0},"total_outbound_references":93},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"thesis":"As of 16 August 2026, this Paper Citation Record lists 93 of 93 outbound references and 2 inbound Pith citation observations for arXiv:2506.16787."}