{"as_of":"2026-08-12T18:04:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:1cb6c702230007b8b6ce633ba18430ba6cb61552fc76463a456ada651020406b","coverage":[{"denominator":67,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":67,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T12:05:57.190529Z","state":"measured"},{"denominator":67,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":67,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-12T06:34:41.77262+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"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":[],"links":{"evidence":"/evidence","html":"/paper/2506.00743/citation-record","integrity":"/paper/2506.00743/integrity","json":"/paper/2506.00743/citation-record.json","paper":"/paper/2506.00743"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T12:05:50.900573Z","title":"Brown, B","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:50.900573Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:dfe6f011ebe9e74852c5f848a2f42b44d9c384451dcd5547cd12ceaec9c37304","observation_id":"0cf8e13e-daee-4232-a5ed-463cfb3fcf26","resolution":{"observed_at":"2026-08-07T12:05:50.900573Z","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":"2026-08-07T12:06:02.880005Z","title":"Raffel, N","venue":null,"work_id":"50a44804-42c7-4977-9a8b-d11b26cc11e9","year":2020},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:51.050823Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:175ad240e948d4dd2e132c933b037b48b02ecf6ed4728e6aec44571452cc224e","observation_id":"76e86589-e3d6-4bd6-a700-cf9ce86f7ef8","resolution":{"observed_at":"2026-08-07T12:06:02.915892Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1910.13461","last_updated":"2019-10-29T18:01:00Z","snapshot_observed_at":"2026-07-06T08:33:12.534026Z","submitted_at":"2019-10-29T18:01:00Z","title":"BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1910.13461","snapshot_observed_at":"2026-08-07T12:05:51.147580Z","title":"Lewis, Y","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:51.147580Z"},"links":{"cited_paper":"/paper/1910.13461","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:b25f04b1611470ff5f8816d5eadb2879393fd1bfc7a819a3dcd369ff1d03b228","observation_id":"db0022c4-7e3b-4745-9a97-09845794bd60","resolution":{"observed_at":"2026-08-07T12:05:51.147580Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1810.04805","last_updated":"2019-05-24T20:37:26Z","snapshot_observed_at":"2026-07-30T09:12:38.100527Z","submitted_at":"2018-10-11T00:50:01Z","title":"BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1810.04805","snapshot_observed_at":"2026-08-07T12:05:51.248109Z","title":"Devlin, M.-W","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:51.248109Z"},"links":{"cited_paper":"/paper/1810.04805","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:b4465dfdd1cc48e534b11b29c6709276d5d70cc9e8a297e22ff51886f9916e57","observation_id":"cc99f603-e5a5-4e46-a425-5e1ace0d78eb","resolution":{"observed_at":"2026-08-07T12:05:51.248109Z","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":"2026-08-07T12:06:02.712083Z","title":"Vaswani, N","venue":null,"work_id":"ded81420-b18d-4539-9812-a1b8600752dc","year":2017},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:51.349059Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:81c4f7ff79edc3f3db8c8189c8bbdb03a723407e315babe522f8c72bfc0df71e","observation_id":"e45557a3-7b15-4216-8393-c7976191bf9f","resolution":{"observed_at":"2026-08-07T12:06:02.799001Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2010.11929","last_updated":"2021-06-03T13:08:56Z","snapshot_observed_at":"2026-08-10T01:12:16.468283Z","submitted_at":"2020-10-22T17:55:59Z","title":"An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2010.11929","snapshot_observed_at":"2026-08-07T12:05:51.455602Z","title":"Dosovitskiy, L","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:51.455602Z"},"links":{"cited_paper":"/paper/2010.11929","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:74c82f4fb308aaed1c71b9853cb0b7b94b61b43d81761dcc4c0d03362582ba31","observation_id":"d32d9ed9-35b5-4c9d-89cf-c47716fda447","resolution":{"observed_at":"2026-08-07T12:05:51.455602Z","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":"2026-08-07T12:05:51.552749Z","title":"Rombach, A","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:51.552749Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:c4a0a847f89cff0329dc29de17e83263da0e74dddaec9ff1e338676b5a474ef9","observation_id":"9436d74a-ce57-4c82-8c42-d5ec9422898b","resolution":{"observed_at":"2026-08-07T12:05:51.552749Z","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":"2026-08-07T12:06:02.522376Z","title":null,"venue":null,"work_id":"033d8ad9-ab2b-4f9a-bbbd-c5508bfa38c4","year":2020},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:51.653554Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:56ae3711d07fd2ac9aed05f475fa7b08e479e713151a5caf4815549c45d41837","observation_id":"3df806f8-6fc7-4294-bc79-607b3a320b8c","resolution":{"observed_at":"2026-08-07T12:06:02.628876Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:06:02.327712Z","title":"Radford, J","venue":null,"work_id":"2f74d457-971e-4154-b302-3cb3d2c7eec8","year":2023},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:51.765032Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:9f3ade31c83e751faf00552423eb5f626810feb1f65b069d2548a3d555bc991b","observation_id":"571e6e66-183c-490e-877d-cdc8c40c0002","resolution":{"observed_at":"2026-08-07T12:06:02.448167Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2111.09296","last_updated":"2021-12-16T18:29:22Z","snapshot_observed_at":"2026-07-06T12:09:37.468149Z","submitted_at":"2021-11-17T18:49:42Z","title":"XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2111.09296","snapshot_observed_at":"2026-08-07T12:05:51.843072Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:51.843072Z"},"links":{"cited_paper":"/paper/2111.09296","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:b09aeba07613787285c0a917f8a910326080270092e5d91876819ca3ac45fc00","observation_id":"ad37c472-53a9-44e6-baed-4e1850d22a49","resolution":{"observed_at":"2026-08-07T12:05:51.843072Z","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":"2026-08-07T12:05:51.953196Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:51.953196Z"},"links":{"cited_paper":"/paper/2106.09685","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:574471b5d5c13135e62aa394fd819dd6055f3beae6ba38b65ef5ec8fd2bb5991","observation_id":"6caf1591-e61e-4876-a87e-a8ae11182139","resolution":{"observed_at":"2026-08-07T12:05:51.953196Z","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":"2026-08-07T12:05:52.022574Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:52.022574Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:57faa26bdc37113abf99973dd991129da43ef0c728ca73522c02a96667926608","observation_id":"f6f7c54f-f0c7-411e-8de3-f933d667ec97","resolution":{"observed_at":"2026-08-07T12:05:52.022574Z","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":"2026-08-10T14:24:20.137867Z","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":"2026-08-07T12:05:52.119348Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:52.119348Z"},"links":{"cited_paper":"/paper/2110.07602","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:051eaaaa7bd02c544b049b79027ee99a301b7c0ccf962dc00a715a0deb16cce2","observation_id":"2c06e49b-2c25-4601-ae23-3d070352ab43","resolution":{"observed_at":"2026-08-07T12:05:52.119348Z","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":"2026-08-07T12:05:52.248233Z","title":"McMahan, E","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:52.248233Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:9cc436c98fb66dfb50c2db2c23c8c543d55ee619a75d5305932e586c0d85e461","observation_id":"9c058912-ba23-4bf4-9c51-e19f37f97bc7","resolution":{"observed_at":"2026-08-07T12:05:52.248233Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1811.03604","last_updated":"2019-02-28T21:07:51Z","snapshot_observed_at":"2026-08-10T06:38:25.165407Z","submitted_at":"2018-11-08T18:37:03Z","title":"Federated Learning for Mobile Keyboard Prediction","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1811.03604","snapshot_observed_at":"2026-08-07T12:05:52.338249Z","title":null,"venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:52.338249Z"},"links":{"cited_paper":"/paper/1811.03604","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:9aaec78a1a1fd8791a2aec6b8e4dad9e9a29a6ee2128ef0431e16d50a9b6233f","observation_id":"9b8a2363-ab57-4da3-b6b3-5ae36af4ff47","resolution":{"observed_at":"2026-08-07T12:05:52.338249Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1910.03432","last_updated":"2019-10-08T14:48:43Z","snapshot_observed_at":"2026-08-06T20:25:52.475261Z","submitted_at":"2019-10-08T14:48:43Z","title":"Federated Learning of N-gram Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1910.03432","snapshot_observed_at":"2026-08-07T12:05:52.461025Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:52.461025Z"},"links":{"cited_paper":"/paper/1910.03432","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:bede83408934e4eb523e61013e2213431287c1907a30147681ed9861951f1d4e","observation_id":"7b422a87-9d0a-40cf-9583-e5e220998a97","resolution":{"observed_at":"2026-08-07T12:05:52.461025Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2107.12603","last_updated":"2021-07-27T05:07:48Z","snapshot_observed_at":"2026-08-08T08:58:09.451390Z","submitted_at":"2021-07-27T05:07:48Z","title":"Federated Learning Meets Natural Language Processing: A Survey","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2107.12603","snapshot_observed_at":"2026-08-07T12:05:52.567281Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:52.567281Z"},"links":{"cited_paper":"/paper/2107.12603","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:fbc4839cd5b4189baa8e7b6d2961469136640217565eedb8fd27fdac6e3dfd26","observation_id":"1cf1ff8a-1245-49e5-811d-5663c8593e7c","resolution":{"observed_at":"2026-08-07T12:05:52.567281Z","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":"2026-08-07T12:06:02.079591Z","title":"Babakniya, S","venue":null,"work_id":"3e304be9-d9dc-4e05-9c04-9a52a587cacd","year":2023},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:52.736200Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:5fcc9e77f338dea7e2daf1bf7231cbe016297405e598c934fd093bc857adced9","observation_id":"30739c69-084f-41fe-8238-59b294248549","resolution":{"observed_at":"2026-08-07T12:06:02.191968Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:05:52.862178Z","title":"Voita, D","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:52.862178Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:0d75e66835387cfb5b8d61a01b3c2ecef67bb70983f6c0465e8cbb2bbfe53d76","observation_id":"3e9fcc01-393b-43a7-a33b-f338357a4e57","resolution":{"observed_at":"2026-08-07T12:05:52.862178Z","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":"2026-08-07T12:06:01.855589Z","title":null,"venue":null,"work_id":"4b261c51-28d9-4b71-9ac6-6266a1bb0c49","year":2021},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:52.921782Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:260abe184741caa601a39f3d1a3405244999244565bc350c9cc5ebd734c47971","observation_id":"6f5d7d4e-1776-47e6-ac9e-a76faa281a79","resolution":{"observed_at":"2026-08-07T12:06:01.932517Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:06:01.746936Z","title":"Behnke, K","venue":null,"work_id":"1dc009f4-4ce9-417b-9ffe-20fc5b6ca8ab","year":2020},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:53.001559Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:0ff24f1bde865d1938f9df042ee57c14f838344027edc110e805b807d752db93","observation_id":"aa10d23c-7367-4f1f-aec5-555b50c046e7","resolution":{"observed_at":"2026-08-07T12:06:01.799574Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:06:01.636603Z","title":null,"venue":null,"work_id":"d4436c02-e989-449f-85c3-94e91509cdde","year":2021},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:53.151170Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:8d1eec6bfa6b1ee77fe79dfd66a9ccd50ff6be4fab6721ae170ed3a59248f2fe","observation_id":"7be4b0c9-f412-490d-8f41-5e66918b52c4","resolution":{"observed_at":"2026-08-07T12:06:01.667893Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:06:01.521359Z","title":"Houlsby, A","venue":null,"work_id":"45d8df87-63c4-4ba7-be1e-d42470dd3552","year":2019},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:53.263358Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:e0212a1c0c39c18e726e0eed328029181b8a49cb9d18262daf6c28252cdb6c8d","observation_id":"b4232481-767b-4191-a411-d453f2c3b26e","resolution":{"observed_at":"2026-08-07T12:06:01.591801Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2303.10512","last_updated":"2023-12-20T20:56:14Z","snapshot_observed_at":"2026-07-06T15:05:16.471478Z","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":"2026-08-07T12:05:53.349160Z","title":"Zhang, M","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:53.349160Z"},"links":{"cited_paper":"/paper/2303.10512","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:f1b309a78c2b55ad9ab404f978a701ad7866aab7a94eb093adeffb578b5d9015","observation_id":"2bf6be21-067d-4caa-a121-944b1b7e2661","resolution":{"observed_at":"2026-08-07T12:05:53.349160Z","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":"2026-08-07T12:06:01.431384Z","title":null,"venue":null,"work_id":"3617b885-3cd7-4839-836a-273e1aa7c4b2","year":2022},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:53.436031Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:68e3e087cc3476c93d1bd09d865fd45db9dc1f1629901e973c27002a0e8ae678","observation_id":"daa09c38-8550-4b18-b8a5-afeedc6bd0ca","resolution":{"observed_at":"2026-08-07T12:06:01.473209Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:05:53.529211Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:53.529211Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:f52034539cffd5378eb7c64e12fa89693234266306fbf18c67309f6af761ff80","observation_id":"d6c2f7c7-655a-44ba-8c38-23b82c850b2a","resolution":{"observed_at":"2026-08-07T12:05:53.529211Z","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":"2026-08-07T12:06:01.329796Z","title":null,"venue":null,"work_id":"9a86038a-7eca-4b06-afcf-8c4f29d83169","year":2022},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:53.652974Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:210078b6c5e58b2ad1e7b1ee4ca9ddffa93440b6e06a113c485c897476c9d12c","observation_id":"2e5b9f74-e570-423f-a6da-1ac48c1333b1","resolution":{"observed_at":"2026-08-07T12:06:01.378796Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:06:01.199527Z","title":null,"venue":null,"work_id":"26378696-f42d-453b-8e5c-c173022dfe34","year":2023},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:53.762193Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:fd6125c29dfa694ab1a40af7c373f433e5c70db5018c3677495dc288158d1400","observation_id":"e359c758-bbae-484c-b901-dae315c5582d","resolution":{"observed_at":"2026-08-07T12:06:01.267529Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"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":"2026-08-07T12:05:53.888590Z","title":"Lester, R","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:53.888590Z"},"links":{"cited_paper":"/paper/2104.08691","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:3abc66066639fa8100239b0a2c69e72d34f24d50d91c2533f1d6691adc684441","observation_id":"09656b70-afee-43dd-b829-e422b6962566","resolution":{"observed_at":"2026-08-07T12:05:53.888590Z","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":"2026-08-07T12:06:01.062644Z","title":"Hilmkil, S","venue":null,"work_id":"693d30cd-12b0-4689-8341-9f889c645bec","year":2021},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:53.989697Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:defda717c3e119b5083a253a7529eeb8c417681ce1276217da9feff4ba1dbbac","observation_id":"69c61901-67db-44ed-b36a-230bca075646","resolution":{"observed_at":"2026-08-07T12:06:01.137191Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2104.08815","last_updated":"2022-05-06T10:05:52Z","snapshot_observed_at":"2026-07-06T11:01:05.577957Z","submitted_at":"2021-04-18T11:04:49Z","title":"FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2104.08815","snapshot_observed_at":"2026-08-07T12:05:54.038411Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:54.038411Z"},"links":{"cited_paper":"/paper/2104.08815","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:bf1a5325b0fc6ef8673fe5398a4bbfd1e97d33c07587044787e20de4c75cb21d","observation_id":"239cd4a7-0fef-4011-bcc3-ec5b0dda3a5a","resolution":{"observed_at":"2026-08-07T12:05:54.038411Z","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":"2026-08-07T12:06:00.896514Z","title":null,"venue":null,"work_id":"de882150-6b7a-4969-9194-5d64d0c84c99","year":2023},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:54.108651Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:c28fce8d2a2b51f99dd04728807f3621bbbf23367eeacf20f1398b7377b8700b","observation_id":"3d6e4fb9-e246-4518-9ae3-0293ae3b2393","resolution":{"observed_at":"2026-08-07T12:06:00.979236Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:06:00.737596Z","title":null,"venue":null,"work_id":"fd73f85a-c2d3-45a3-8f27-86ee73b9252a","year":2023},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:54.153335Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:6882e2497052833a8522ee8de68b6d08c918ef54aaf851750faf2bb7eb8f4b17","observation_id":"4ffba9f6-b303-41a8-9511-cfe115d2c93a","resolution":{"observed_at":"2026-08-07T12:06:00.834559Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:06:00.632819Z","title":null,"venue":null,"work_id":"aaf1a41f-d101-4b68-b388-0552b1aab0d0","year":2023},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:54.219191Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:1dc21f482429f1936fafc50294bfe3c9ba698bdf08d7597c27a7eeb80edf121a","observation_id":"22a21b57-1329-42bd-9c0b-110b5dc0e94f","resolution":{"observed_at":"2026-08-07T12:06:00.678647Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:06:00.510247Z","title":null,"venue":null,"work_id":"d9379a8d-0304-449f-8de2-b04e6ae2a525","year":2022},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:54.288143Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:9abae2dd16efd69b047cfb51665cfe2d0dcce2ea660d3d73b193192531d0c1dd","observation_id":"fb275274-6cdf-40d1-bd43-699107353978","resolution":{"observed_at":"2026-08-07T12:06:00.566311Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2211.08025","last_updated":"2022-11-15T10:16:13Z","snapshot_observed_at":"2026-08-02T19:40:06.867537Z","submitted_at":"2022-11-15T10:16:13Z","title":"FedTune: A Deep Dive into Efficient Federated Fine-Tuning with Pre-trained Transformers","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2211.08025","snapshot_observed_at":"2026-08-07T12:05:54.371195Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:54.371195Z"},"links":{"cited_paper":"/paper/2211.08025","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:8ff6d1239e656121712d847a7cf8c5ab339d40ac48c6a2109c8f79a49e101c55","observation_id":"a5bcb026-c3c3-4c70-950c-75691a8f8a4e","resolution":{"observed_at":"2026-08-07T12:05:54.371195Z","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":"2026-08-07T12:06:00.429252Z","title":null,"venue":null,"work_id":"e3aec3dc-23fe-432b-b7c3-036726f0c434","year":2022},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:54.451465Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:c6a713a284c2ec40ba15f367a5f0a64dfb5161fe682c780b9c4562bd1fdb43e6","observation_id":"c4203607-7abe-4e23-b937-a723669a28e9","resolution":{"observed_at":"2026-08-07T12:06:00.472057Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2108.06098","last_updated":"2023-01-19T08:21:44Z","snapshot_observed_at":"2026-08-11T13:56:28.050958Z","submitted_at":"2021-08-13T07:16:40Z","title":"FedPara: Low-Rank Hadamard Product for Communication-Efficient Federated Learning","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2108.06098","snapshot_observed_at":"2026-08-07T12:05:54.572081Z","title":"Hyeon-Woo, M","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:54.572081Z"},"links":{"cited_paper":"/paper/2108.06098","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:d5b8750e16588c96ffba07109993af3eab731bb462f254684e1631402e1f1b48","observation_id":"9415457f-5bae-4e19-8ae0-62ff1402d907","resolution":{"observed_at":"2026-08-07T12:05:54.572081Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2308.06522","last_updated":"2023-08-12T10:33:57Z","snapshot_observed_at":"2026-08-10T10:38:58.436664Z","submitted_at":"2023-08-12T10:33:57Z","title":"SLoRA: Federated Parameter Efficient Fine-Tuning of Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2308.06522","snapshot_observed_at":"2026-08-07T12:05:54.647098Z","title":"Babakniya, A","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:54.647098Z"},"links":{"cited_paper":"/paper/2308.06522","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:a2c7287c346e70b64d8782b9a6e36e74fafa499b027b672baff50093e39764ee","observation_id":"d6d4ee95-a4a8-4279-a2e2-05e8acd32b0c","resolution":{"observed_at":"2026-08-07T12:05:54.647098Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2208.12268","last_updated":"2023-01-24T13:07:01Z","snapshot_observed_at":"2026-08-09T04:25:42.594166Z","submitted_at":"2022-08-25T15:27:41Z","title":"FedPrompt: Communication-Efficient and Privacy Preserving Prompt Tuning in Federated Learning","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2208.12268","snapshot_observed_at":"2026-08-07T12:05:54.736250Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:54.736250Z"},"links":{"cited_paper":"/paper/2208.12268","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:fc4f5284c7a59d4fb2688badac6da8751a2d2dca4f58dc662042e7cfd0be4abd","observation_id":"f600ecc1-927b-4e56-af2c-874ffd13f87a","resolution":{"observed_at":"2026-08-07T12:05:54.736250Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2306.15546","last_updated":"2025-05-04T11:24:55Z","snapshot_observed_at":"2026-08-09T12:37:18.928522Z","submitted_at":"2023-06-27T15:15:55Z","title":"When Foundation Model Meets Federated Learning: Motivations, Challenges, and Future Directions","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2306.15546","snapshot_observed_at":"2026-08-07T12:05:54.828295Z","title":"Zhuang, C","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:54.828295Z"},"links":{"cited_paper":"/paper/2306.15546","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:108581476d3a5b4fb4d51e23a6b66b135490328809101fb887bbfca250db5851","observation_id":"e2c01c79-c464-411d-9092-cef4b78746c8","resolution":{"observed_at":"2026-08-07T12:05:54.828295Z","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":"2026-08-07T12:06:00.207232Z","title":"Zhang, Y","venue":null,"work_id":"8cd560c0-7345-4302-9d90-43507babf1e5","year":2023},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:54.969094Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:8efb39b8b8c76476da2f196bbc867f3f1810a7b3a2b9b4dcdf281a6618086cbb","observation_id":"4eecb785-f8aa-4cb9-b008-fc11d6e4cb36","resolution":{"observed_at":"2026-08-07T12:06:00.339686Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2210.01708","last_updated":"2024-12-24T05:57:39Z","snapshot_observed_at":"2026-08-12T14:40:48.432311Z","submitted_at":"2022-10-04T16:08:54Z","title":"Exploring Parameter-Efficient Fine-Tuning to Enable Foundation Models in Federated Learning","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2210.01708","snapshot_observed_at":"2026-08-07T12:05:55.041243Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:55.041243Z"},"links":{"cited_paper":"/paper/2210.01708","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:719f8933c0377e31fdab66ef7d71cf07aa9174a16ff045a88fde40cbe6907be3","observation_id":"572dcfc9-098a-4116-8330-d1aa695fddc4","resolution":{"observed_at":"2026-08-07T12:05:55.041243Z","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":"2026-08-07T12:06:00.033632Z","title":null,"venue":null,"work_id":"c0db6839-4bdb-471c-a4de-89378dc937a3","year":1988},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:55.123666Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:1f44e373f0b12a2f6aee6f697f48618f7217977cff4fac6d04a52ab9338855af","observation_id":"28cceaf2-0bca-41ab-b00a-5cb0ec2a1fdb","resolution":{"observed_at":"2026-08-07T12:06:00.126734Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:05:55.185543Z","title":"LeCun, J","venue":null,"work_id":null,"year":1989},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:55.185543Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:4f982482fa69a31fc3b731ef5752b88ae760c59167b089f0ed5f532be8d79052","observation_id":"a80bca72-4735-4f3a-8d10-c08701d87e4f","resolution":{"observed_at":"2026-08-07T12:05:55.185543Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"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":"2026-08-07T12:05:55.327030Z","title":null,"venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:55.327030Z"},"links":{"cited_paper":"/paper/1510.00149","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:eb5d7c7e5faa878f617ebeb5e709bb0c84b7dfe57c2e6d569b8bbaac0862f7f9","observation_id":"c7a34e49-376a-4ee8-8fac-bd48d0ee6920","resolution":{"observed_at":"2026-08-07T12:05:55.327030Z","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":"2026-08-07T12:05:59.876928Z","title":"Blalock, J","venue":null,"work_id":"f4efe248-5080-4e19-aae3-36d326b32311","year":2020},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:55.420259Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:f2e5263beb5933901a01d05f50e39357f68945db8494183882c20f94eb41bacb","observation_id":"5a6d33f0-d486-4073-b1dd-007c738e4a80","resolution":{"observed_at":"2026-08-07T12:05:59.932502Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:05:59.726410Z","title":null,"venue":null,"work_id":"4e9150cb-2cad-4bad-ad23-bf0465398d0b","year":2021},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:55.548532Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:b5e454ad4aa27adf167225b501a6d2ea6908ca13e1be31499d77d8e722d3f7ea","observation_id":"8747cf77-2a59-430d-b8cc-a099309f3df7","resolution":{"observed_at":"2026-08-07T12:05:59.801064Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2109.04838","last_updated":"2021-09-10T12:46:32Z","snapshot_observed_at":"2026-08-10T23:35:07.182089Z","submitted_at":"2021-09-10T12:46:32Z","title":"Block Pruning For Faster Transformers","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2109.04838","snapshot_observed_at":"2026-08-07T12:05:55.629602Z","title":"Lagunas, E","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:55.629602Z"},"links":{"cited_paper":"/paper/2109.04838","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:85e39985a9d48e6dd1ddccce031282830d3f531c85b864824aee045a21d1145d","observation_id":"a463de61-59d3-4cae-9f80-caecdbd4c982","resolution":{"observed_at":"2026-08-07T12:05:55.629602Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2210.05709","last_updated":"2022-10-11T18:11:37Z","snapshot_observed_at":"2026-07-31T01:48:26.988422Z","submitted_at":"2022-10-11T18:11:37Z","title":"Shapley Head Pruning: Identifying and Removing Interference in Multilingual Transformers","version":1},"cited_work":{"arxiv_id":"2210.05709","doi":null,"metadata_source":"pith","pith_arxiv_id":"2210.05709","snapshot_observed_at":"2026-08-07T12:05:57.347284Z","title":"Shapley Head Pruning: Identifying and Removing Interference in Multilingual Transformers","venue":"cs.CL","work_id":"fb7bf51a-d4a1-4e0f-90bf-34bc0afab2d2","year":2022},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:55.708378Z"},"links":{"cited_paper":"/paper/2210.05709","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:89b2ca8cf07b260af5a1a15adcf54de4170dac1536368248fe10e5971b8a94f0","observation_id":"3dc2a856-b93c-4265-8fc0-c2a00377bb36","resolution":{"observed_at":"2026-08-07T12:05:57.458515Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:05:59.575713Z","title":null,"venue":null,"work_id":"111cad3a-f244-473f-ab7e-eb57427556f4","year":2021},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:55.787300Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:9d908893ce2c4d9883d8fb72c6a29ba6ae4b5d8bfd65ce0b66018835f8998261","observation_id":"d6d49f15-f014-428a-ad8f-19a23cccca89","resolution":{"observed_at":"2026-08-07T12:05:59.663002Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2002.08307","last_updated":"2020-05-14T21:58:57Z","snapshot_observed_at":"2026-08-07T23:34:22.325786Z","submitted_at":"2020-02-19T17:40:57Z","title":"Compressing BERT: Studying the Effects of Weight Pruning on Transfer Learning","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2002.08307","snapshot_observed_at":"2026-08-07T12:05:55.905486Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:55.905486Z"},"links":{"cited_paper":"/paper/2002.08307","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:9cf5e814aee05a87635f34189c417b07777360e41d8e9145eeeab0ebc7e84c7e","observation_id":"b99717c3-52cc-44fa-bc97-eb504df010ea","resolution":{"observed_at":"2026-08-07T12:05:55.905486Z","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":"2026-08-07T12:05:59.432409Z","title":null,"venue":null,"work_id":"29067aef-a3c5-4f7f-9a9d-6521ec51b066","year":2022},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:55.959352Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:b57e1eb9dda7ba8621efccb4cf47985826d317edba329b01910938bdf8f99b8f","observation_id":"3d7b0849-5ea7-43e0-852c-5df73c373f20","resolution":{"observed_at":"2026-08-07T12:05:59.509394Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:05:59.245287Z","title":"Zhang, X","venue":null,"work_id":"7bac80a9-af76-4e3f-a4fd-55c854d7a29a","year":2021},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:56.081911Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:486a77434ab028cba280d24ca8f7883cfdc65dcff4e4c774d2a535a1f138aec0","observation_id":"adac0760-d928-4c23-8858-4dd894b36bf3","resolution":{"observed_at":"2026-08-07T12:05:59.344956Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:05:56.129859Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:56.129859Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:ca4ae7af0a6e9f049ab9bb551470f34d17b42bd639cb247f7f19e3d836869b50","observation_id":"37dbb1e0-2b15-4e73-abe2-d81440392e88","resolution":{"observed_at":"2026-08-07T12:05:56.129859Z","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":"2026-08-07T12:05:59.007017Z","title":"Nishio, R","venue":null,"work_id":"87f803bc-6080-4971-9e40-b4d69a227ba5","year":2019},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:56.207280Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:f91e130adec8926e98624177159a0e250573711d4aca410bfa07e0e6de647906","observation_id":"f89aabd0-c826-491e-9c4a-7c403dd7daa2","resolution":{"observed_at":"2026-08-07T12:05:59.126000Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:05:58.854272Z","title":null,"venue":null,"work_id":"9c46edd6-5265-4190-97c3-3463b9b4480b","year":2020},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:56.276545Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:cf2e4edb054b8dd609f813b2d888aa9b0b26f1076544d4aa02b7cbf30e0eea7f","observation_id":"f95509ea-6611-4eda-8228-39197d7c169c","resolution":{"observed_at":"2026-08-07T12:05:58.936566Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:05:58.632225Z","title":"AbdulRahman, H","venue":null,"work_id":"351f8494-f423-4162-8887-62c6e45446c6","year":2020},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:56.350267Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:2383b6a38dba68ac37f791dcec9037feb025f8d7aa7cc2845b79e593dfe0fd85","observation_id":"ed8aae05-0b83-44c6-963c-8c10e0d464e2","resolution":{"observed_at":"2026-08-07T12:05:58.770208Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:05:58.522543Z","title":"Huang, W","venue":null,"work_id":"5342b496-aae7-4a6d-8a98-dfcd01f9dcfb","year":2020},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:56.437552Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:22fe631da214feca8fb2782b0a69b6d9f0d7701440369e0138c6f32a3b73d417","observation_id":"abf39884-5e02-4dbd-bc9a-4bfb0a1c0860","resolution":{"observed_at":"2026-08-07T12:05:58.572134Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:05:58.367586Z","title":"Williams, N","venue":null,"work_id":"27a52232-d48a-44f6-8604-c88368b5de94","year":2018},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:56.505226Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:d00860f5edcfeffcd538f0f60740bd66aeff6f653552f583f2737521b964c395","observation_id":"2995628c-6442-4ef2-80ba-687dfea37e00","resolution":{"observed_at":"2026-08-07T12:05:58.441909Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-07T12:05:56.611369Z","title":"Lang, Newsweeder: Learning to filter netnews, in: A","venue":null,"work_id":null,"year":1995},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:56.611369Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:357b659c8a7f686636b4a99645f7a62f750ebb0994c6a3cc54b46fcd2005b039","observation_id":"e7aa203b-4a9b-4667-96fd-2f7fa7f418e3","resolution":{"observed_at":"2026-08-07T12:05:56.611369Z","resolver_source":null,"status":"malformed_identifier"},"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":"2026-08-07T12:05:58.147621Z","title":"Hasan, A","venue":null,"work_id":"35bad289-288f-47bf-96f4-68fae7002a1c","year":2021},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:56.684340Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:14b66978556abff82642db7298ce00fc4a44abd005caff9c10ea0ac425395243","observation_id":"5626b528-3589-4b35-bc3b-b223878f3c49","resolution":{"observed_at":"2026-08-07T12:05:58.241535Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1706.09254","last_updated":"2017-07-06T11:51:09Z","snapshot_observed_at":"2026-08-10T06:43:44.529765Z","submitted_at":"2017-06-28T12:38:53Z","title":"The E2E Dataset: New Challenges For End-to-End Generation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1706.09254","snapshot_observed_at":"2026-08-07T12:05:56.756411Z","title":"Novikova, O","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:56.756411Z"},"links":{"cited_paper":"/paper/1706.09254","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:9e0239d24e4a448cd18d4eb39ac08af97a2b7e9a68a29feb7845f3b62c56ccf6","observation_id":"49bd4b79-8878-488e-b98a-0f637961cfff","resolution":{"observed_at":"2026-08-07T12:05:56.756411Z","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":"2026-08-07T12:05:57.958442Z","title":null,"venue":null,"work_id":"89aeb7d9-a501-4ff8-9ac3-9c26621646ad","year":2022},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:56.805460Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:283c80077611eb6cadef4d862199a6691faa2b4b51912d415ca5788fc94c6e1b","observation_id":"6b445a2e-b217-4a5a-971e-3696e2643aee","resolution":{"observed_at":"2026-08-07T12:05:58.034471Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1910.01108","last_updated":"2020-03-01T02:57:50Z","snapshot_observed_at":"2026-08-07T19:07:36.327251Z","submitted_at":"2019-10-02T17:56:28Z","title":"DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1910.01108","snapshot_observed_at":"2026-08-07T12:05:56.920326Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":65,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:56.920326Z"},"links":{"cited_paper":"/paper/1910.01108","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:fb94ee240545d56e504a21efdca201928d67d989fbfb322e6c4e4f4841de03e6","observation_id":"398f0259-7ea3-4957-b1a9-63fd25df8aaf","resolution":{"observed_at":"2026-08-07T12:05:56.920326Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1907.11692","last_updated":"2019-07-26T17:48:29Z","snapshot_observed_at":"2026-07-31T22:31:37.910868Z","submitted_at":"2019-07-26T17:48:29Z","title":"RoBERTa: A Robustly Optimized BERT Pretraining Approach","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1907.11692","snapshot_observed_at":"2026-08-07T12:05:57.070332Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":66,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:57.070332Z"},"links":{"cited_paper":"/paper/1907.11692","citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:8d6316269d307d5af76b2146a25c1b55ee52165d8bb08a2503bc86e4e54cdf3d","observation_id":"39840c05-d6f0-4d76-bad6-9b8d4e50eb26","resolution":{"observed_at":"2026-08-07T12:05:57.070332Z","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":"2026-08-07T12:05:57.793975Z","title":"Radford, J","venue":null,"work_id":"af319abd-5f47-4d8e-a84e-de8ecc5fb48f","year":2019},"citing_paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","version":1},"reference_index":67,"source":"pdf_text","source_observed_at":"2026-08-07T12:05:57.190529Z"},"links":{"citing_paper":"/paper/2506.00743"},"observation_digest":"sha256:a60fedd31dcf367c64111db528d54d7dd7c6eb8a63daecac0fce16f66b5ecef7","observation_id":"b3491899-9860-4048-a10c-c0afdcf6de62","resolution":{"observed_at":"2026-08-07T12:05:57.868165Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2506.00743","last_updated":"2025-05-31T23:09:26Z","latest_version":1,"primary_category":"cs.CL","snapshot_observed_at":"2026-08-10T11:18:14.899210Z","submitted_at":"2025-05-31T23:09:26Z","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection"},"reference_resolution":{"displayed":67,"state_counts":{"malformed_identifier":1,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":49,"verified_exact":1,"verified_fuzzy":16},"total_outbound_references":67},"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":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"thesis":"As of 12 August 2026, this Paper Citation Record lists 67 of 67 outbound references and 0 inbound Pith citation observations for arXiv:2506.00743."}