{"as_of":"2026-08-09T05:06:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:a1c4dd8412ad44c33c429627b929fce03211b3eb116c9811cda0dfc47d442099","coverage":[{"denominator":15,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":15,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-06T20:54:16.138328Z","state":"measured"},{"denominator":15,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":15,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-08T06:32:00.761636+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/2507.02013/citation-record","integrity":"/paper/2507.02013/integrity","json":"/paper/2507.02013/citation-record.json","paper":"/paper/2507.02013"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:54:18.926384Z","title":"Edge intelligence for autonomous driving in 6G wireless system: Design challenges and solutions,","venue":null,"work_id":"68cc6270-777a-4a21-bfbf-c4b1799b1767","year":2021},"citing_paper":{"arxiv_id":"2507.02013","last_updated":"2025-07-02T08:41:42Z","snapshot_observed_at":"2026-08-06T20:47:55.362499Z","submitted_at":"2025-07-02T08:41:42Z","title":"AI-Empowered Channel Generation for IoV Semantic Communications in Dynamic Conditions","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-06T20:54:14.513515Z"},"links":{"citing_paper":"/paper/2507.02013"},"observation_digest":"sha256:460c0134cbe51c048c70872de4c02f74bee0f1ee545f6759136faef130073ea3","observation_id":"bda6c359-5962-4165-a15b-5670562ad4ff","resolution":{"observed_at":"2026-08-06T20:54:19.039082Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-06T20:54:18.695594Z","title":"Semantic communications for future internet: Fundamentals, applications, and challenges,","venue":null,"work_id":"38fcd747-4a4a-45e4-ae11-c0b5c5ff35c9","year":2022},"citing_paper":{"arxiv_id":"2507.02013","last_updated":"2025-07-02T08:41:42Z","snapshot_observed_at":"2026-08-06T20:47:55.362499Z","submitted_at":"2025-07-02T08:41:42Z","title":"AI-Empowered Channel Generation for IoV Semantic Communications in Dynamic Conditions","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-06T20:54:14.589671Z"},"links":{"citing_paper":"/paper/2507.02013"},"observation_digest":"sha256:ff54ca6752a74b800e8f1add6db69d2fa100d67573c3110e7a4cad9289e019b7","observation_id":"1c4bb414-3941-42a9-8626-a298d9c90221","resolution":{"observed_at":"2026-08-06T20:54:18.800368Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-06T20:54:14.756258Z","title":"Deep joint source- channel coding for wireless image transmission,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2507.02013","last_updated":"2025-07-02T08:41:42Z","snapshot_observed_at":"2026-08-06T20:47:55.362499Z","submitted_at":"2025-07-02T08:41:42Z","title":"AI-Empowered Channel Generation for IoV Semantic Communications in Dynamic Conditions","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-06T20:54:14.756258Z"},"links":{"citing_paper":"/paper/2507.02013"},"observation_digest":"sha256:9f322d91273aa84f128d5f10e18c0898636cf4da6f78bfe345c8ffcb2c890981","observation_id":"5342385d-f4d4-4e20-a4f3-355711ddc6fc","resolution":{"observed_at":"2026-08-06T20:54:14.756258Z","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":"2026-08-06T20:54:18.407591Z","title":"Deep joint source-channel coding for wireless image transmission with adaptive rate control,","venue":null,"work_id":"f4d447fe-f54f-4b02-844a-f51f22b89eb3","year":2022},"citing_paper":{"arxiv_id":"2507.02013","last_updated":"2025-07-02T08:41:42Z","snapshot_observed_at":"2026-08-06T20:47:55.362499Z","submitted_at":"2025-07-02T08:41:42Z","title":"AI-Empowered Channel Generation for IoV Semantic Communications in Dynamic Conditions","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-06T20:54:14.837264Z"},"links":{"citing_paper":"/paper/2507.02013"},"observation_digest":"sha256:8141d0c2a005d2661cb7369084492cf48d3bdbd371f336a99cde47ee41874eba","observation_id":"cbcecd6c-4db9-4c1a-9a08-d00348d34d1f","resolution":{"observed_at":"2026-08-06T20:54:18.540350Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-06T20:54:18.193068Z","title":"Transformer-aided wireless image transmission with channel feedback,","venue":null,"work_id":"41944273-e067-4f9f-a883-0b325a9d1b85","year":2024},"citing_paper":{"arxiv_id":"2507.02013","last_updated":"2025-07-02T08:41:42Z","snapshot_observed_at":"2026-08-06T20:47:55.362499Z","submitted_at":"2025-07-02T08:41:42Z","title":"AI-Empowered Channel Generation for IoV Semantic Communications in Dynamic Conditions","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-06T20:54:14.936471Z"},"links":{"citing_paper":"/paper/2507.02013"},"observation_digest":"sha256:d19e3bdaa73dae3997bf1947fd0dc38df8f6f81397348e80d0f762961b8b0029","observation_id":"55317fcd-2e38-479c-a675-a21c0ac959b0","resolution":{"observed_at":"2026-08-06T20:54:18.303403Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2402.13073","last_updated":"2024-03-19T05:16:16Z","snapshot_observed_at":"2026-07-06T17:32:52.500465Z","submitted_at":"2024-02-20T15:19:52Z","title":"Towards Intelligent Communications: Large Model Empowered Semantic Communications","version":2},"cited_work":{"arxiv_id":"2402.13073","doi":null,"metadata_source":"pith","pith_arxiv_id":"2402.13073","snapshot_observed_at":"2026-08-06T20:54:16.469705Z","title":"Towards Intelligent Communications: Large Model Empowered Semantic Communications","venue":"eess.SP","work_id":"e7b30329-a718-41ca-b81b-249890fc26a4","year":2024},"citing_paper":{"arxiv_id":"2507.02013","last_updated":"2025-07-02T08:41:42Z","snapshot_observed_at":"2026-08-06T20:47:55.362499Z","submitted_at":"2025-07-02T08:41:42Z","title":"AI-Empowered Channel Generation for IoV Semantic Communications in Dynamic Conditions","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-06T20:54:15.048103Z"},"links":{"cited_paper":"/paper/2402.13073","citing_paper":"/paper/2507.02013"},"observation_digest":"sha256:744152439f0c69ef95fa0c64982d0d9a630cdf05325cd534111889266d067f96","observation_id":"25fb45c1-b35f-4fa0-ae61-ad24f68c3aaf","resolution":{"observed_at":"2026-08-06T20:54:16.585676Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2309.01249","last_updated":"2024-08-04T12:34:29Z","snapshot_observed_at":"2026-07-06T16:13:49.904557Z","submitted_at":"2023-09-03T19:24:34Z","title":"Large AI Model Empowered Multimodal Semantic Communications","version":2},"cited_work":{"arxiv_id":"2309.01249","doi":null,"metadata_source":"pith","pith_arxiv_id":"2309.01249","snapshot_observed_at":"2026-08-06T20:54:16.304215Z","title":"Large AI Model Empowered Multimodal Semantic Communications","venue":"cs.AI","work_id":"af86017c-74b9-4ff1-823b-15dc648d3cd0","year":2023},"citing_paper":{"arxiv_id":"2507.02013","last_updated":"2025-07-02T08:41:42Z","snapshot_observed_at":"2026-08-06T20:47:55.362499Z","submitted_at":"2025-07-02T08:41:42Z","title":"AI-Empowered Channel Generation for IoV Semantic Communications in Dynamic Conditions","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-06T20:54:15.148740Z"},"links":{"cited_paper":"/paper/2309.01249","citing_paper":"/paper/2507.02013"},"observation_digest":"sha256:672e2e15c364264f78bf6093d9d2b1f44b53c26f8c5e699870c81a4f562152a8","observation_id":"862f321b-62fd-4b12-8a90-f023f0921c50","resolution":{"observed_at":"2026-08-06T20:54:16.368862Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-06T20:54:17.960922Z","title":"Generative AI-aided joint training-free secure semantic communications via multi-modal prompts,","venue":null,"work_id":"23f7fb58-a796-44ad-a7aa-4c2c2c0f3fab","year":2024},"citing_paper":{"arxiv_id":"2507.02013","last_updated":"2025-07-02T08:41:42Z","snapshot_observed_at":"2026-08-06T20:47:55.362499Z","submitted_at":"2025-07-02T08:41:42Z","title":"AI-Empowered Channel Generation for IoV Semantic Communications in Dynamic Conditions","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-06T20:54:15.261952Z"},"links":{"citing_paper":"/paper/2507.02013"},"observation_digest":"sha256:0c79281745fae538ffe3b0eea6f6fa0a38e5678444f0795d93105ae932a91519","observation_id":"accf66c1-914b-4cfe-9f48-fe3c2fe005ba","resolution":{"observed_at":"2026-08-06T20:54:18.075319Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2306.04321","last_updated":"2026-01-12T14:12:43Z","snapshot_observed_at":"2026-08-02T14:45:34.732623Z","submitted_at":"2023-06-07T10:36:36Z","title":"Generative Semantic Communication: Diffusion Models Beyond Bit Recovery","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2306.04321","snapshot_observed_at":"2026-08-06T20:54:15.380087Z","title":"Generative semantic communication: Diffusion models beyond bit recovery,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2507.02013","last_updated":"2025-07-02T08:41:42Z","snapshot_observed_at":"2026-08-06T20:47:55.362499Z","submitted_at":"2025-07-02T08:41:42Z","title":"AI-Empowered Channel Generation for IoV Semantic Communications in Dynamic Conditions","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-06T20:54:15.380087Z"},"links":{"cited_paper":"/paper/2306.04321","citing_paper":"/paper/2507.02013"},"observation_digest":"sha256:9080530116c7ebc389d67a8db85c9448c16e0d794cec3c81b936c22591b54106","observation_id":"a8a616b8-2258-4d18-af2d-664302b241dd","resolution":{"observed_at":"2026-08-06T20:54:15.380087Z","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":"2026-08-06T20:54:17.753439Z","title":"Unleashing the power of edge- cloud generative AI in mobile networks: A survey of AIGC services,","venue":null,"work_id":"ca97f9ba-0057-495a-96f1-ad593eca5aa4","year":2024},"citing_paper":{"arxiv_id":"2507.02013","last_updated":"2025-07-02T08:41:42Z","snapshot_observed_at":"2026-08-06T20:47:55.362499Z","submitted_at":"2025-07-02T08:41:42Z","title":"AI-Empowered Channel Generation for IoV Semantic Communications in Dynamic Conditions","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-06T20:54:15.520421Z"},"links":{"citing_paper":"/paper/2507.02013"},"observation_digest":"sha256:d7aa02a810268bfc13b1f3c8919cac566e062087ca3fbc15b3421810104fd568","observation_id":"0dbe4047-2049-4148-bc9c-f2a6e3349725","resolution":{"observed_at":"2026-08-06T20:54:17.838252Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-06T20:54:17.462505Z","title":"Deep learning-based channel estimation,","venue":null,"work_id":"f3e59bea-509d-4c19-abeb-f0737a6fdcc3","year":2019},"citing_paper":{"arxiv_id":"2507.02013","last_updated":"2025-07-02T08:41:42Z","snapshot_observed_at":"2026-08-06T20:47:55.362499Z","submitted_at":"2025-07-02T08:41:42Z","title":"AI-Empowered Channel Generation for IoV Semantic Communications in Dynamic Conditions","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-06T20:54:15.656301Z"},"links":{"citing_paper":"/paper/2507.02013"},"observation_digest":"sha256:c5f978dd3d0ce5b2ff21bd34d43eea1c879223c5e95e6f40e8530d28e95da26b","observation_id":"2f1c28bc-06f7-4ce5-8b89-0235ad830416","resolution":{"observed_at":"2026-08-06T20:54:17.617854Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-06T20:54:17.240489Z","title":"LSTM-GRU model-based chan- nel prediction for one-bit massive MIMO system,","venue":null,"work_id":"7b980b94-c651-4eb5-a87b-8d839bc24281","year":2023},"citing_paper":{"arxiv_id":"2507.02013","last_updated":"2025-07-02T08:41:42Z","snapshot_observed_at":"2026-08-06T20:47:55.362499Z","submitted_at":"2025-07-02T08:41:42Z","title":"AI-Empowered Channel Generation for IoV Semantic Communications in Dynamic Conditions","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-06T20:54:15.782619Z"},"links":{"citing_paper":"/paper/2507.02013"},"observation_digest":"sha256:c9d6901393c1d01906a8522b306e5331d76c60a35ab5796d50c9c128f7815473","observation_id":"ea425e78-6842-4cb6-9f68-1d307ce1e2db","resolution":{"observed_at":"2026-08-06T20:54:17.370016Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-06T20:54:16.969126Z","title":"Transformer-based channel prediction for rate-splitting multiple access- enabled vehicle-to-everything communication,","venue":null,"work_id":"7b83b267-1de2-480c-b1b0-11fc74aa9c5d","year":2024},"citing_paper":{"arxiv_id":"2507.02013","last_updated":"2025-07-02T08:41:42Z","snapshot_observed_at":"2026-08-06T20:47:55.362499Z","submitted_at":"2025-07-02T08:41:42Z","title":"AI-Empowered Channel Generation for IoV Semantic Communications in Dynamic Conditions","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-06T20:54:15.891611Z"},"links":{"citing_paper":"/paper/2507.02013"},"observation_digest":"sha256:be7d562e7fd459656684406f2ad25fbb62a2e3e71c42fe1169d6c166c14e38dc","observation_id":"1d2af3da-b36c-499b-a3fb-da2a79ef93ec","resolution":{"observed_at":"2026-08-06T20:54:17.096651Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.05783","last_updated":"2024-03-09T03:33:07Z","snapshot_observed_at":"2026-07-06T17:41:55.780727Z","submitted_at":"2024-03-09T03:33:07Z","title":"Large Generative Model Assisted 3D Semantic Communication","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.05783","snapshot_observed_at":"2026-08-06T20:54:16.044523Z","title":"Large generative model assisted 3D semantic communication,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.02013","last_updated":"2025-07-02T08:41:42Z","snapshot_observed_at":"2026-08-06T20:47:55.362499Z","submitted_at":"2025-07-02T08:41:42Z","title":"AI-Empowered Channel Generation for IoV Semantic Communications in Dynamic Conditions","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-06T20:54:16.044523Z"},"links":{"cited_paper":"/paper/2403.05783","citing_paper":"/paper/2507.02013"},"observation_digest":"sha256:5801077778b30e75f4eb796defb79038b2697a98530f6e1da139780d59070fc4","observation_id":"d5a00259-da26-4832-b1ce-62fc5c072963","resolution":{"observed_at":"2026-08-06T20:54:16.044523Z","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":"2026-08-06T20:54:16.718932Z","title":"Lite-mono: A lightweight cnn and transformer architecture for self-supervised monoc- ular depth estimation,","venue":null,"work_id":"8d946a0d-c3d7-43de-b66e-eea28144d012","year":2023},"citing_paper":{"arxiv_id":"2507.02013","last_updated":"2025-07-02T08:41:42Z","snapshot_observed_at":"2026-08-06T20:47:55.362499Z","submitted_at":"2025-07-02T08:41:42Z","title":"AI-Empowered Channel Generation for IoV Semantic Communications in Dynamic Conditions","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-06T20:54:16.138328Z"},"links":{"citing_paper":"/paper/2507.02013"},"observation_digest":"sha256:b78602f177560334ec928b7da4a58db4bc0d7fdf9e386806a2d03a8eebcbd671","observation_id":"788f9aa1-8453-4cc8-bf6b-7cf0befc3aff","resolution":{"observed_at":"2026-08-06T20:54:16.855163Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2507.02013","last_updated":"2025-07-02T08:41:42Z","latest_version":1,"primary_category":"cs.NI","snapshot_observed_at":"2026-08-06T20:47:55.362499Z","submitted_at":"2025-07-02T08:41:42Z","title":"AI-Empowered Channel Generation for IoV Semantic Communications in Dynamic Conditions"},"reference_resolution":{"displayed":15,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":3,"verified_exact":2,"verified_fuzzy":10},"total_outbound_references":15},"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":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"thesis":"As of 9 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2507.02013."}