{"as_of":"2026-08-10T00:27:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:ae98718661ed00df1afde5e6563bda37e682497939d211179f9f724e5383d494","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":"2026-08-09T06:31:02.800959+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":"2026-08-09T14:32:19.713554Z","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":"sha256:98818499d9dca2febbdb4073828a0d1cdc9b687feb2b5780255b9cb9f110f036","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":"2026-08-09T14:32:19.713554Z","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:b78c6ee59fdbc5dcd50d225c7e394d90940b08754d6d8142f2b3babcc0debccb","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":"2026-08-09T14:32:19.713554Z","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:a337c94936afbc4cea31a4b19891598751b22b2f386d7b7b0aca01deb8e508a1","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":"2026-08-09T14:32:19.713554Z","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":"sha256:992a7c077c5b72ec6bb525d3068a10d2b62a4da9118d69e81d25123a3ee66fd3","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":"2026-08-09T14:32:19.713554Z","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":"sha256:4de85a990c1f89defa412b66643b7fcbacc3007fb11d32338d92360586202f73","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":"2026-08-09T14:32:19.713554Z","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":"sha256:71f183b4fa13a8ad77d611d701b3133f8d01826ac98d848e7cb1329fde878fa7","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":"2026-08-09T14:32:19.713554Z","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":"sha256:6f89992431500765250dcaba3f2263023e8ebabcfa43b71f7362dc6fb470bab3","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":"2026-08-09T14:32:19.713554Z","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":"sha256:8fe73245b16e7dd0e1bb7b508e39d7eba17a67e1140f73ff04c65a795693a0ff","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":"2026-08-09T14:32:19.713554Z","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":"sha256:00109e341505fd895548d31e7fceb04856423c86a31477a8472febfbd25cc84e","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":"2026-08-09T14:32:19.713554Z","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:b4d65f8739376295a2d448daadccd7459e51b84cc2c4df5037f5041748683e52","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":"2026-08-09T14:32:19.713554Z","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":"sha256:2b6f5e2b0c8d029b3f45789f63aab9dab4e0d4a2a3738f660d6373ee6d789035","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":"2026-08-06T14:52:10.544058Z","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":"2026-08-09T14:32:19.713554Z","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":"sha256:129c1f17b45c2e50a0caabc60300156e5927adea16565b92f98c2339aa01e765","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":"2026-08-09T14:32:19.713554Z","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":"sha256:92cf42c2c11d2028cd6ff1778c1530361073aea91b077ad8e8f8c0f9cac242d9","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":"2026-08-09T14:32:19.713554Z","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":"sha256:5281297d726b267c27a135b4258ceffa789e68c01cf90cd92b3db658c9b9e22a","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":"2026-08-09T14:32:19.713554Z","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":"sha256:9fcaa8dcfa25363f21bfeed578e9f2aaca59f87ff31c742bfda572a53a19bc7f","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":"2026-08-09T14:32:19.713554Z","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":"sha256:9c94240f235df3463c796101beb7f21937a760bb043de1bced164391960b0789","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":"2026-08-09T14:32:19.713554Z","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:e2c7944ecc0630398cc3391cbba86ec3066af5ea919bbc5334252b4820a70385","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":"2026-08-09T14:32:19.713554Z","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":"sha256:9a917c4a9538c3e54e4d0d6324f704d0f919e1d0d54f66f6b5c4eeb9f3b81835","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":"2026-08-09T14:32:19.713554Z","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:b2c8a01e3f10bef038cc0f6c5699917f693b4c89112ccff407d3ed1ed2d03e65","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":"2026-08-07T17:56:42.224641Z","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":"2026-08-09T14:32:19.713554Z","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":"sha256:4cf4efa9e8785845fb31d991c47b9bcecf612389c1055f947507c1e0033e9b37","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":"2026-08-05T04:02:59.361199Z","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":"2026-08-09T14:32:19.713554Z","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:d612a75677baf20aec73086a05e5c433635d2e97df850bfd01b6380f421bb8e5","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":"2026-08-09T14:32:19.713554Z","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":"sha256:1a4e8fbf47fdd403a356fa81b934d852e2dc965a6c6b93a244884385e14270b5","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":"2026-08-09T14:32:19.713554Z","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":"sha256:31175cc1ba07ae5b03e59297294883918dfba728d54136fca79711a931762c95","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":"2026-08-07T07:43:16.294957Z","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":"2026-08-09T14:32:19.713554Z","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:d93e4c2d3400e0c6d8013e12ce6fb40e49a1bdee17ce1e1608bb32a79557149a","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":"2026-08-09T14:32:19.713554Z","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:a7bf5013c0cef06ebe4bc69c7ea9c5a6571b3b8f1515d1a55475c91feaf0002e","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":"2026-08-09T14:32:19.713554Z","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":"sha256:1b3b27245628cfcbdf36bd528b17d7823964b465d1ad15096802ac63bb74e7e5","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":"2026-08-09T14:32:19.713554Z","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":"sha256:33dc84ba7184c170f170ce895a1876377a26d0443770ddca3433fddbf6df40e2","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":"2026-08-09T14:32:19.713554Z","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":"sha256:4447f0cc3a9a1c3ac5677bccce9b4d1f0a18072774ce702abd9df05567480594","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":"2026-08-09T14:32:19.713554Z","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:d4e5a82b8b258c3877bb980d4e9ddde110205b982d7e5ed78a602cb377dc9909","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":"2026-08-09T14:32:19.713554Z","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:b9d2301e1100dfc4c3428773aec5733b97725313f2ebcf852db3f47322dc3826","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":"2026-08-08T03:14:20.710374Z","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":"2026-08-09T14:32:19.713554Z","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":"sha256:9e73397565b59f6c9f3e00bfbf1d4044a5fc2fa38fa58425bd1d693d93c304cf","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":"2026-08-09T14:32:19.713554Z","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":"sha256:37da9894e332110cecd55d055ff64af0e0c6b72988de4cd4e4d8315bde3cac31","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":"2026-08-09T14:32:19.713554Z","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":"sha256:1fb46611eb07c77c55110b5633fd395b05e4e961c443032ab25300b32243ac6f","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":"2026-08-09T14:32:19.713554Z","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":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"thesis":"As of 10 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2607.15297."}