{"as_of":"2026-08-14T10:46:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:bfde903828dd8db197f134fc3fb1602cec7e053bdf2c62aa869ea83a9da2cff7","coverage":[{"denominator":33,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":33,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-02T09:06:59.395345Z","state":"measured"},{"denominator":33,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":33,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-14T06:32:32.682623+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/2607.15297/citation-record","integrity":"/paper/2607.15297/integrity","json":"/paper/2607.15297/citation-record.json","paper":"/paper/2607.15297"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T09:06:58.204766Z","title":"Multi-hop Parallel Image Semantic Communication for Distortion Accumulation Mitiga- tion","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.204766Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:1f2d8dc1fd787f9f2515bba81a6007f16a6bac5baf25b32261f6a641b2357c21","observation_id":"bfa42ab7-635c-4c2c-8253-1c58cf49c7c9","resolution":{"observed_at":"2026-08-02T09:06:58.204766Z","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":"2026-08-02T09:06:58.244754Z","title":"Wireless image transmission using deep source channel coding with attention modules","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.244754Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:ace9272afba83f485a7fa5967190b502dafe5ec400a92b0b68cf8c76e0dd092a","observation_id":"5910fd4e-aa59-4ac1-9dbb-47e0fb6687c3","resolution":{"observed_at":"2026-08-02T09:06:58.244754Z","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":"2026-08-02T09:06:58.277025Z","title":"Robust image semantic coding with learnable CSI fusion masking over MIMO fading channels","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.277025Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:ed2c12d4e026c3e96f9a4f6caeab2ce06efd34081777112842f0d63f70c2cbf8","observation_id":"db4c86e1-9daa-4c52-9ac1-e7c1a822d004","resolution":{"observed_at":"2026-08-02T09:06:58.277025Z","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":"2026-08-02T09:06:58.307162Z","title":"Robust semantic communications with masked VQ-V AE enabled code- book,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.307162Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:91b5e0a324a2c5e524d67c6e4760043609114ca468ae5cb4300824bd292acac1","observation_id":"0be2566f-c376-450b-8a57-fa1b51c7302c","resolution":{"observed_at":"2026-08-02T09:06:58.307162Z","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":"2026-08-02T09:06:58.354757Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.354757Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:7a47edb0893bcbc18ec3293ebd430a0628d1818e40d4ec51942661652a8822e9","observation_id":"b9666af7-29fe-4e3e-aac8-1021b05de5fd","resolution":{"observed_at":"2026-08-02T09:06:58.354757Z","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":"2026-08-02T09:06:58.384755Z","title":"Retrieval-Augmented Generation for GenAI- Enabled Semantic Communications,","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.384755Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:42f6bfb3adeca3e45c1d21b9cc81c1b67ea8941121922d4a9b49587cf25dcc84","observation_id":"90a4d114-a9f7-4d78-848a-9b347e801837","resolution":{"observed_at":"2026-08-02T09:06:58.384755Z","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":"2026-08-02T09:06:58.424752Z","title":"Contrastive Learning-Based Semantic Commu- nications,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.424752Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:49ff928f939cee6470e90058bb9746768053f0a22a78b28be0a3135040d827a3","observation_id":"ecf7343b-3a72-4822-8827-8a767ea11658","resolution":{"observed_at":"2026-08-02T09:06:58.424752Z","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":"2026-08-02T09:06:58.464778Z","title":"A Relay System for Semantic Image Transmission Based on Shared Feature Extraction and Hyperprior Entropy Compression","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.464778Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:3c119055af8c675ecc09977a2a05786e5674aaac2899950642a6237fabcfb167","observation_id":"b53ffdc9-7de4-4384-a3f0-b3af0a8f372c","resolution":{"observed_at":"2026-08-02T09:06:58.464778Z","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":"2026-08-02T09:06:58.514750Z","title":"Performance Optimization for Multicell Multihop Semantic 6G Cloudified Networks Considering Compression, Transmission, and Com- putation","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.514750Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:27197811fcddafda3667a1a754d3838e0f49b828a153832e9b574a850f69fad3","observation_id":"bcf2b100-5129-4e3a-97b3-3d92c05ada8b","resolution":{"observed_at":"2026-08-02T09:06:58.514750Z","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":"2026-08-02T09:06:58.555640Z","title":"Alleviating Distortion Accumulation in Multi-Hop Semantic Communication","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.555640Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:f5a503f42d465f72988c47404968a846632db0ce68c3415b5e96da754e79557b","observation_id":"438f25a3-b08e-467d-9338-3f40f5f0f32d","resolution":{"observed_at":"2026-08-02T09:06:58.555640Z","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":"2026-08-02T09:06:58.594754Z","title":"Semantic-aided Parallel Image Transmission Compatible with Practical System,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.594754Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:01c12c8c9d5bce05fa3ec9c41e701ef488bab992b9edccc96e9b7971711ed4ce","observation_id":"cf430cf6-4866-44cd-a89c-07f6e02659e1","resolution":{"observed_at":"2026-08-02T09:06:58.594754Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2507.17196","last_updated":"2025-07-23T04:41:11Z","snapshot_observed_at":"2026-08-13T06:16:39.191547Z","submitted_at":"2025-07-23T04:41:11Z","title":"Hybrid Semantic-Complementary Transmission for High-Fidelity Image Reconstruction","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2507.17196","snapshot_observed_at":"2026-08-02T09:06:58.644752Z","title":"Hybrid Semantic- Complementary Transmission for High-Fidelity Image Recon- struction","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.644752Z"},"links":{"cited_paper":"/paper/2507.17196","citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:6e9416c9a20c6b3cc7c2daeb774c947c8728cb8fe4f4b919622934d55e1695ea","observation_id":"d60dbc67-bc6e-42b4-8e05-e5436fd47f0d","resolution":{"observed_at":"2026-08-02T09:06:58.644752Z","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":"2026-08-02T09:06:58.685030Z","title":"LLM4CP: Adapting large language models for channel prediction","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.685030Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:bf26b9f519bc2ca003ce37d694653821d0da8fec878fb95b34ec2f9c89e72ca1","observation_id":"93815a45-2dc9-418f-880a-01b9af089fa4","resolution":{"observed_at":"2026-08-02T09:06:58.685030Z","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":"2026-08-02T09:06:58.724751Z","title":"An LLM-Based Framework for Beamforming Optimization","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.724751Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:ca63f0f758350205cbe084dfe0e3333a9c9b65fde7ab10116dc4b2047e81954c","observation_id":"f798f173-771f-4adf-ade9-d9928acb9f12","resolution":{"observed_at":"2026-08-02T09:06:58.724751Z","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":"2026-08-02T09:06:58.764756Z","title":"WirelessGPT: A Genera- tive Foundation Model for Multi-Task Integrated Sensing and Communication","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.764756Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:43cf7f2c42f9db2319c536a54653b3a96bf396248e20372e7b84ed59bb494841","observation_id":"2295b055-d1b7-498b-aa1d-657bdbf561b2","resolution":{"observed_at":"2026-08-02T09:06:58.764756Z","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":"2026-08-02T09:06:58.794752Z","title":"Sensing- Assisted Channel Prediction in Complex Wireless Environ- ments: An LLM-Based Approach","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.794752Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:993c8909aba304a12f98022aeb2f78d5c6a4c54ebac566e5761611325566c9a0","observation_id":"9abc8f99-f172-4b97-b7c6-1342a648f762","resolution":{"observed_at":"2026-08-02T09:06:58.794752Z","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":"2026-08-02T09:06:58.815342Z","title":"LLM-Empowered Near-Field Communications for Low-Altitude Economy","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.815342Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:a6a6cc0246702169111215293f5f5a290275f72c6821a1e8782433e6b76b6e8d","observation_id":"eb047aaa-53e9-49a3-8bda-b983f6bfecd1","resolution":{"observed_at":"2026-08-02T09:06:58.815342Z","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":"2026-08-02T09:06:58.849372Z","title":"WITT: A wireless image transmission transformer for semantic communications","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.849372Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:04b86df2554440b69e6a7fd20035c14a7b0441d7156e69c3022ff4f0c8105e98","observation_id":"5c8b0f88-4552-4dc9-b181-ef7e47ebff89","resolution":{"observed_at":"2026-08-02T09:06:58.849372Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2309.10668","last_updated":"2024-03-18T23:15:47Z","snapshot_observed_at":"2026-07-06T16:20:36.866744Z","submitted_at":"2023-09-19T14:50:38Z","title":"Language Modeling Is Compression","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2309.10668","snapshot_observed_at":"2026-08-02T09:06:58.871569Z","title":"Language mod- eling is compression","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.871569Z"},"links":{"cited_paper":"/paper/2309.10668","citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:e5d1d4cd345b0bcc36663ce9ed36060abc8045caafa9bd1489725891e3f80174","observation_id":"ec973361-22ca-4ee5-b2ea-f69662ccb338","resolution":{"observed_at":"2026-08-02T09:06:58.871569Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.16163","last_updated":"2025-02-22T09:36:03Z","snapshot_observed_at":"2026-08-13T14:56:09.070934Z","submitted_at":"2025-02-22T09:36:03Z","title":"Large Language Model for Lossless Image Compression with Visual Prompts","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.16163","snapshot_observed_at":"2026-08-02T09:06:58.904753Z","title":"Large language model for lossless image compression with visual prompts","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.904753Z"},"links":{"cited_paper":"/paper/2502.16163","citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:73bd2bc65ed6060b54886f0b4c74a1c490a0dd9c87ce5549a9323852f1c6b66c","observation_id":"f5252e0a-d54d-4ba7-8826-5b35c8df0d1c","resolution":{"observed_at":"2026-08-02T09:06:58.904753Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.12448","last_updated":"2024-11-22T02:31:13Z","snapshot_observed_at":"2026-08-14T02:25:46.360316Z","submitted_at":"2024-11-19T12:15:40Z","title":"Large Language Models for Lossless Image Compression: Next-Pixel Prediction in Language Space is All You Need","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.12448","snapshot_observed_at":"2026-08-02T09:06:58.934757Z","title":"Large language models for lossless image compression: Next-pixel prediction in language space is all you need","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.934757Z"},"links":{"cited_paper":"/paper/2411.12448","citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:4d3c2306b868b7c21fa3d0d3e4089a605a4390464f9289e6d873643809afc831","observation_id":"c645684e-2a3e-4cf5-9634-43170a7c0822","resolution":{"observed_at":"2026-08-02T09:06:58.934757Z","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":"2026-08-02T09:06:58.972376Z","title":"Lossless data compression by large models","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:58.972376Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:4d84134cdb3c2c733e7fb099a2c464339ca5b3c19abf857ab9b0ae9289331ad9","observation_id":"c80721aa-bf90-43fb-8a90-08950ac355bd","resolution":{"observed_at":"2026-08-02T09:06:58.972376Z","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":"2026-08-02T09:06:59.003205Z","title":"Learning better lossless compression using lossy compression","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:59.003205Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:8f9d7dd0c3339dec9f1215a1be525432607d07274ebc74d75a6bad2741f9729b","observation_id":"e44f91c5-130a-49df-9997-107b76c45851","resolution":{"observed_at":"2026-08-02T09:06:59.003205Z","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":"2026-08-02T09:06:59.044770Z","title":"LoRA: Low-rank adaptation of large language models","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:59.044770Z"},"links":{"cited_paper":"/paper/2106.09685","citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:3dca3d1b2d7485242691b518bc57f2add147ef1023a67983ee48801e4922026d","observation_id":"ffa30efb-5d96-43e5-a6ac-68e6e43bf48a","resolution":{"observed_at":"2026-08-02T09:06:59.044770Z","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":"2026-08-02T09:06:59.089301Z","title":"Qlora: Efficient finetuning of quantized llms","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:59.089301Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:9a702f456d41dd902bd9773cd56fb1cd7c0f3fbaec94efc53379ab01cd157d28","observation_id":"592eb0e8-fc42-4cbb-a02b-4bbd6303b90e","resolution":{"observed_at":"2026-08-02T09:06:59.089301Z","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":"2026-08-02T09:06:59.134967Z","title":"WVSC: Wireless Video Semantic Communication with Multi- frame Compensation","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:59.134967Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:1301f534327187ad1d0f6b9ad83b8ede3619525abe1a44238a23a1ef7211ca37","observation_id":"dd6355cb-40ea-4976-8725-d1ed6ed4d006","resolution":{"observed_at":"2026-08-02T09:06:59.134967Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.09388","last_updated":"2025-05-14T13:41:34Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-05-14T13:41:34Z","title":"Qwen3 Technical Report","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.09388","snapshot_observed_at":"2026-08-02T09:06:59.174747Z","title":"Qwen3 technical report","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:59.174747Z"},"links":{"cited_paper":"/paper/2505.09388","citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:2ba1a29a6ce372cf4ab49c5f5b9a9d1c5fed386a79182bb852a1b2ebf2a36341","observation_id":"65d9b808-e0e4-4e37-8126-bfa3a0b759e0","resolution":{"observed_at":"2026-08-02T09:06:59.174747Z","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":"2026-08-02T09:06:59.211391Z","title":"Unsupervised deep image stitching: Reconstructing stitched features to images","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:59.211391Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:fdf4d73d6a8a091cdd3306193d6a56bff63247a3f4d429693aa17287edf5a29b","observation_id":"749fd44a-98a7-47fe-8bbe-b587b0476e65","resolution":{"observed_at":"2026-08-02T09:06:59.211391Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1412.6980","last_updated":"2017-01-30T01:27:54Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2014-12-22T13:54:29Z","title":"Adam: A Method for Stochastic Optimization","version":9},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1412.6980","snapshot_observed_at":"2026-08-02T09:06:59.254744Z","title":"Adam: A method for stochastic optimization","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:59.254744Z"},"links":{"cited_paper":"/paper/1412.6980","citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:7914f2cf65ba6e9d68766cf1e3e2b330052dce675807a3acc10ec465cd832ff4","observation_id":"12ef0e9a-5e53-4d37-a660-e8dc8e9e6b02","resolution":{"observed_at":"2026-08-02T09:06:59.254744Z","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":"2026-08-02T09:06:59.294743Z","title":"BPG Image Format","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:59.294743Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:98fb47232a028c69423cd580859141b85a0ab389f23dda596015f44180aa544c","observation_id":"cab54f92-95cc-47d3-8c07-71c73049be87","resolution":{"observed_at":"2026-08-02T09:06:59.294743Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2203.11854","last_updated":"2023-03-20T13:51:38Z","snapshot_observed_at":"2026-08-13T16:17:53.529884Z","submitted_at":"2022-03-22T16:31:44Z","title":"Sionna: An Open-Source Library for Next-Generation Physical Layer Research","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2203.11854","snapshot_observed_at":"2026-08-02T09:06:59.334745Z","title":"Sionna: An open-source library for next- generation physical layer research","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:59.334745Z"},"links":{"cited_paper":"/paper/2203.11854","citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:dba9e237e8c26c08be7d11d406cf6aa100b4324ae25d8bdceaee45f0714fe495","observation_id":"f7dc5071-e725-407d-aae1-42b8c21398ec","resolution":{"observed_at":"2026-08-02T09:06:59.334745Z","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":"2026-08-02T09:06:59.364747Z","title":"Deep joint source-channel coding for wireless image transmission","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:59.364747Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:99e8e776aa22ffa30f8e7e11218301ac772045e7a6c3e643156472692e53d4a1","observation_id":"2c6f1dc3-c880-44d9-829e-7ac86960af65","resolution":{"observed_at":"2026-08-02T09:06:59.364747Z","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":"2026-08-02T09:06:59.395345Z","title":"Attention is all you need,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-02T09:06:59.395345Z"},"links":{"citing_paper":"/paper/2607.15297"},"observation_digest":"sha256:e80ae87fa3b2664659dbd49c1ddcf8d47c80f1d00c5e5a5d182979403d109541","observation_id":"bb42e19b-757e-49ec-9970-0dea29520309","resolution":{"observed_at":"2026-08-02T09:06:59.395345Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2607.15297","last_updated":"2026-07-02T11:00:00Z","latest_version":1,"primary_category":"eess.IV","snapshot_observed_at":"2026-08-14T08:06:24.844941Z","submitted_at":"2026-07-02T11:00:00Z","title":"Large Language Model-Enhanced Multi-hop Parallel Image Semantic Communication"},"reference_resolution":{"displayed":33,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":33,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":33},"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":"2026-08-14T06:32:32.682623+00:00","source":"crossref"},{"observed_at":"2026-08-14T06:32:18.44784+00:00","source":"retraction_watch"}],"thesis":"As of 14 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2607.15297."}