{"as_of":"2026-08-23T00:56:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:4ee7b4743b835d67ab4b30220d40fd8b2b73da62a33f3e8b39c4d3defd23e6ef","coverage":[{"denominator":40,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":40,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-10T22:30:21.828933Z","state":"measured"},{"denominator":41,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":41,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-22T06:32:14.747728+00:00","state":"measured"},{"denominator":1,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":1,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-16T05:21:42.174460Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"pith","source_observed_at":"2026-08-16T05:21:42.364935Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"cited_work":{"arxiv_id":"2501.01635","doi":null,"metadata_source":"pith","pith_arxiv_id":"2501.01635","snapshot_observed_at":"2026-08-16T05:21:42.364935Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","venue":"eess.SP","work_id":"021839b0-ddd6-41f5-93be-19acca84fe33","year":2025},"citing_paper":{"arxiv_id":"2504.20939","last_updated":"2025-04-29T17:04:48Z","snapshot_observed_at":"2026-08-16T05:13:08.310704Z","submitted_at":"2025-04-29T17:04:48Z","title":"Flexible Semantic-Aware Resource Allocation: Serving More Users Through Similarity Range Constraints","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-16T05:21:42.174460Z"},"links":{"cited_paper":"/paper/2501.01635","citing_paper":"/paper/2504.20939"},"observation_digest":"sha256:cd811f7b4c03eb3cf13b1025cf37c8d022a63532abb9f9a7667e246325cf5836","observation_id":"b32a5363-13db-4e2a-bcb3-4fcc63caedaf","resolution":{"observed_at":"2026-08-16T05:21:42.368697Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2501.01635/citation-record","integrity":"/paper/2501.01635/integrity","json":"/paper/2501.01635/citation-record.json","paper":"/paper/2501.01635"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T22:30:22.532795Z","title":"Semantic communications for future in ternet: Fundamentals, applications, and challenges,","venue":null,"work_id":"9d166da4-2358-47af-bb2c-020d9089a122","year":2023},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.636050Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:6e255916d65fa6e75f06b5d174369ed7ba530068eba401d07a22b51ace5bc35e","observation_id":"e2388d51-597b-49c0-b1ad-338c4a2e093c","resolution":{"observed_at":"2026-08-10T22:30:22.538520Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.515051Z","title":"Semantic communications : Overview, open issues, and future research directions,","venue":null,"work_id":"8a10a92b-c9ea-4e3a-9c07-ac01e2b67215","year":2022},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.641885Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:cb7821a3813b8de7aa141fcf80899f593d09b863b43a09b760fa795e9fa38c54","observation_id":"1daf8e77-380c-46c3-ab63-7076e03fb817","resolution":{"observed_at":"2026-08-10T22:30:22.520646Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.497195Z","title":"From semantic communic ation to semantic-aware networking: Model, architecture, and open problems,","venue":null,"work_id":"508fbdb6-9854-483c-a1bc-55dda7a36322","year":2021},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.647055Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:3d9303534c88233bb0dfa802e2169b8503c29fcd060a890bd93144cffd5b5aba","observation_id":"673f18be-658e-4a4e-999d-85a5f966944d","resolution":{"observed_at":"2026-08-10T22:30:22.502805Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.477680Z","title":"Semantic communication meets edge intel ligence,","venue":null,"work_id":"edc23ce8-06f2-4d4d-b08f-12e388ce39ba","year":2022},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.652388Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:dfbbd975bf1f4b85fa576ba853e3f92146fc6c2659defafe62dabe8f0bc0daf7","observation_id":"74bba85b-30e3-49d6-8177-fc359f975631","resolution":{"observed_at":"2026-08-10T22:30:22.484234Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.457827Z","title":"Multimedia semantic communications: Representation, en coding and transmission,","venue":null,"work_id":"4ba5f17f-3cd9-45e6-8c08-887a3111af89","year":2023},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.658287Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:4d0670a4db6c551fb6cbed37133f750b25c65c0f97f2e15fc43c6c0c0e5a2446","observation_id":"7821cd27-11e8-4b24-8205-8aa4a171ac68","resolution":{"observed_at":"2026-08-10T22:30:22.463728Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.440886Z","title":"A general ized semantic communication system: From sources to channels,","venue":null,"work_id":"07b6deb2-c328-4901-99b7-7b457c0cc251","year":2023},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.663905Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:843981fa29d565c11fd69c078cbdeebbd80459863a394b0336811cbadd507b26","observation_id":"950c3fcf-33c5-4d4f-ac43-688464392655","resolution":{"observed_at":"2026-08-10T22:30:22.446279Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.424304Z","title":"Cognitive semantic communication systems driven by knowl- edge graph: Principle, implementation, and performance ev aluation,","venue":null,"work_id":"d43d315f-3f9d-41a0-ae97-185667ebc788","year":2024},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.670100Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:d77046931be8e5d06416e3a5ed958bb696b95e815cc6f372c6bacf8a3aef6013","observation_id":"37b50fa1-7143-442b-b001-3c6a6a833726","resolution":{"observed_at":"2026-08-10T22:30:22.429389Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.407754Z","title":"Knowledge-enhanced semantic communication system with O FDM transmissions,","venue":null,"work_id":"b0650054-51d6-49dc-9daa-6baaa0c4086c","year":2023},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.675209Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:7b5cdae801ef4d0701369365ad76b52b92a6c5f16c95ea0a039d667776cf616c","observation_id":"b03a773c-1cb9-4b89-966a-84a34468c0d4","resolution":{"observed_at":"2026-08-10T22:30:22.412772Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.391656Z","title":"Deep le arning- enabled semantic communication systems with task-unaware transmitter and dynamic data,","venue":null,"work_id":"22954e24-c2ae-4810-8b3e-164f8b6e87af","year":2023},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.680277Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:fe5b087dc7ac79d1e37c0dc82ede15a26cc13f515fc959aca2212ea860732eb3","observation_id":"8309dc8c-2fb7-4f57-aaae-02c233ce3a33","resolution":{"observed_at":"2026-08-10T22:30:22.396652Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:21.685223Z","title":"Robust semantic communications with masked VQ-V AE enabled codebo ok,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.685223Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:e48a5e12137a833e8ad886fba996a931b7f868306a3efd6559f1946234789780","observation_id":"fa97d026-a084-431c-80ed-4262bcd90d9d","resolution":{"observed_at":"2026-08-10T22:30:21.685223Z","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":"2026-08-10T22:30:22.363194Z","title":"Knowledge graph emb ed- ding: A survey of approaches and applications,","venue":null,"work_id":"093c3f2a-655d-49e4-9ae9-92b6bacd1247","year":2017},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.689959Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:a62e14f410ef9bdf5835acef80f0df8ea6b543ce7af390dc9a8cde13408b1893","observation_id":"c45a652a-f95d-4ae0-9d97-bdc87fdeed00","resolution":{"observed_at":"2026-08-10T22:30:22.368709Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.345871Z","title":"Deep learning-e mpowered semantic communication systems with a shared knowledge bas e,","venue":null,"work_id":"a1755a2b-8b8a-4582-9584-70b5b4ec7220","year":2024},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.694645Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:954d2d2844fe688ff93137e2dd5b8dc344a047c3425aa47b8eb43d7b15ba1fcd","observation_id":"1205eae9-f43b-4355-ab07-7527cee66231","resolution":{"observed_at":"2026-08-10T22:30:22.351472Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.327048Z","title":"Knowledge-aware semantic commu nication system design,","venue":null,"work_id":"44d86945-341b-4a70-b107-7539560ee114","year":2023},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.699183Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:1a1a6dd58330fc286dcad59320d3b307ffc29c8fc68e78b9faafd9ca1c7ea055","observation_id":"e80b3eae-3470-4b7d-917e-84f359340a04","resolution":{"observed_at":"2026-08-10T22:30:22.333501Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2404.04162","last_updated":"2024-10-21T15:26:38Z","snapshot_observed_at":"2026-08-16T14:03:19.758202Z","submitted_at":"2024-04-05T15:13:09Z","title":"Wireless Resource Optimization in Hybrid Semantic/Bit Communication Networks","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.04162","snapshot_observed_at":"2026-08-10T22:30:21.703672Z","title":"Wire less resource optimization in hybrid semantic/bit communicati on networks,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.703672Z"},"links":{"cited_paper":"/paper/2404.04162","citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:2265d91db313402de4b4f04adda1aa4925fcba94cafeddac5119f25044261191","observation_id":"86647a05-5194-451a-bd3e-9bbf8f2d7551","resolution":{"observed_at":"2026-08-10T22:30:21.703672Z","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":"2026-08-10T22:30:22.309366Z","title":"Semantic kno wledge base-enabled zero-shot multi-level feature transmission optimization,","venue":null,"work_id":"6de2ff17-06c1-4fa5-883b-37964cf475cf","year":2024},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.708187Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:0f2a003f10cebb4285b354679ec45f070fb9bef903e26c7b93d37d56cb8169dd","observation_id":"288128d9-3027-4e68-8530-2ed78f255044","resolution":{"observed_at":"2026-08-10T22:30:22.314990Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:21.712738Z","title":"Knowledge base aware semantic communication in vehicular networks,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.712738Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:2b31e8deea548f74666c1613f1f3f7fa6fc56f9ea431135d329261cf12ebeb4f","observation_id":"78220ab7-2e76-4c22-8250-36bcadb60064","resolution":{"observed_at":"2026-08-10T22:30:21.712738Z","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":"2026-08-10T22:30:22.279078Z","title":"Generative AI-driven semantic communication networks: A rchitecture, technologies and applications,","venue":null,"work_id":"a78340d9-116e-4730-b661-5394d3bd434f","year":2024},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.716996Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:17b88c177c3c4a41753111797ebb75c264f2cbd30728b69d91ee910623eb9df7","observation_id":"6818c686-516d-4ed2-bc69-732775540f1f","resolution":{"observed_at":"2026-08-10T22:30:22.284592Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.259742Z","title":"An effic ient approach to sharing edge knowledge in 5G-enabled industria l internet of things,","venue":null,"work_id":"44195895-11e7-4b37-ba6f-204a1b9e5819","year":2023},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.721437Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:2128af09f829842a00785d570982f37d1bbd53461beafc1065355bf9aaaadad4","observation_id":"60150285-a789-4d4b-8e35-d60dc62ce616","resolution":{"observed_at":"2026-08-10T22:30:22.266227Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.240250Z","title":"A hierarchical b lockchain- enabled federated learning algorithm for knowledge sharin g in internet of vehicles,","venue":null,"work_id":"45fcfe27-82f8-4003-972f-9cc551ac3d96","year":2021},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.725837Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:78b87959916e468e4d9a24ec82c94a5ff782eea99c4e404984593326d4fdb8ba","observation_id":"eb1cd007-73ef-4dda-a84f-fe76d693bd91","resolution":{"observed_at":"2026-08-10T22:30:22.246177Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.223183Z","title":"AI- generated incentive mechanism and full-duplex semantic co mmunica- tions for information sharing,","venue":null,"work_id":"4efd2731-edf9-4767-8357-3d4ad925aa97","year":2023},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.730505Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:1cf68f557e63f361d75a066ec15950801dc5fd1e17c0e462c776e2606f29f6c9","observation_id":"64b82cd6-fa5d-4895-aab4-f3cf44f6f894","resolution":{"observed_at":"2026-08-10T22:30:22.228209Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.206330Z","title":"Distributed task-oriented communication n etworks with multimodal semantic relay and edge intelligence,","venue":null,"work_id":"119e7007-cec1-4a77-bfa3-2104a94db616","year":2024},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.735014Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:5af1aeb895c4478ca6bd887c68b395ac18b8cfbd2ba8234f63c3aa1a31eaeafa","observation_id":"4c84c34e-5ab9-458a-9470-5d8a234f3ba2","resolution":{"observed_at":"2026-08-10T22:30:22.211631Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.188830Z","title":"Towa rd in- telligent resource allocation on task-oriented semantic c ommunication,","venue":null,"work_id":"ba4f7696-4bca-4272-a563-61f53cd87d23","year":2023},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.739482Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:f5f9ae922e4085418ff80400fa7304750e4a7ea10d0e39763cfd3a893154c410","observation_id":"8d44fafc-9f26-4dbe-8a58-659833110ac9","resolution":{"observed_at":"2026-08-10T22:30:22.194417Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.171283Z","title":"Task- oriented communications for 6G: Vision, principles, and te chnologies,","venue":null,"work_id":"7cb94026-0604-45a0-ba97-4657bed088e7","year":2023},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.744478Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:d7cdbe6f34044fef9d5bf1343b86196f2d4e8d1899288a4ee7215b2d249d03fd","observation_id":"cd56e6ec-7a26-4773-b9b5-561bc2f918e2","resolution":{"observed_at":"2026-08-10T22:30:22.176663Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:21.749339Z","title":"Task-oriented and semantic-aware heterogeneous network s for artificial intelligence of things: Performance analysis and optimiza tion,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.749339Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:edea57cde31d07bb0254864e8eeecd592997d482bd246681197034ec67e2bc47","observation_id":"44857560-d585-4a4d-8850-6f5dd1bd2ed8","resolution":{"observed_at":"2026-08-10T22:30:21.749339Z","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":"2026-08-10T22:30:22.142558Z","title":"Computing offl oading and semantic compression for intelligent computing tasks in ME C systems,","venue":null,"work_id":"11c7ad0a-d656-4342-9c5c-2dfa6d139ff7","year":2023},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.754462Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:88425c1982d316939051576a99664e30951762c551f5051011ad40b727c142da","observation_id":"34f227d1-814f-45bb-968f-f7de7c6db4ba","resolution":{"observed_at":"2026-08-10T22:30:22.147813Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.122597Z","title":"Adaptable semanti c compres- sion and resource allocation for task-oriented communicat ions,","venue":null,"work_id":"6ec56672-f86c-421e-99fe-c30055bf2fa8","year":2024},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.759422Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:830c92e1d967850ed638bc6eb9028a0e961d40064ae81879fa2105924d93e765","observation_id":"31ee1177-5af3-414d-9251-b1b00af381d3","resolution":{"observed_at":"2026-08-10T22:30:22.128565Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.103766Z","title":"DR L-driven dynamic resource allocation for task-oriented semantic co mmunication,","venue":null,"work_id":"84ceaa5b-ff29-4a70-89d1-a84eebb73ceb","year":2023},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.764424Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:43214b93cef09ea213b0757f1be022a2da443525f255a9501e5560f7185e4cec","observation_id":"a0ec8fe7-acc6-42db-85a4-68bf9d8c6721","resolution":{"observed_at":"2026-08-10T22:30:22.109238Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.086075Z","title":"Semantic communication f or edge intelligence: Theoretical foundations and implications o n protocols,","venue":null,"work_id":"d0bfcb29-c782-49e4-8184-cae8155f4494","year":2023},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.769615Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:7da9bd4631782dc3bb7181d1c51bdfc0a42608bceeb9e882f53993ce067893d9","observation_id":"02725e14-f161-47ed-ad64-b653910ef92e","resolution":{"observed_at":"2026-08-10T22:30:22.091366Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.066811Z","title":"Online resource allocation for semantic-aware edge compu ting sys- tems,","venue":null,"work_id":"a9cc010e-2b05-413e-a645-abf292240ea4","year":2023},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.774740Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:cd39c5d6f12a0f78dbace305712cfb3df8eacb27b19c7837700f895133baacf4","observation_id":"8a9b925b-3151-40b1-aaa6-57ed3437b278","resolution":{"observed_at":"2026-08-10T22:30:22.073417Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.049058Z","title":"Joint computatio n offloading and radio resource allocations in small-cell wireless cell ular networks,","venue":null,"work_id":"4a73f000-c583-413a-848d-ae3c5d6d982f","year":2020},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.779695Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:be41c622fa869a8ec66f9b0064af000b0062cf6b3145c006a920fa6f1556ea47","observation_id":"7190189d-b0c6-455d-a34b-5e3c38052528","resolution":{"observed_at":"2026-08-10T22:30:22.054662Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:22.030860Z","title":"Machin e intelligence at the edge with learning centric power alloca tion,","venue":null,"work_id":"1c48821a-ce2b-44eb-a94c-c41878868e3a","year":2020},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.784732Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:560045d6d0a6728fbb6b4aae7f153ef1277f4d22445fd5603913a681b9669a4a","observation_id":"b798541f-f860-48cb-979c-b892f64f68fe","resolution":{"observed_at":"2026-08-10T22:30:22.036603Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:21.789768Z","title":"The levenberg-marquardt algorithm for no nlinear least squares curve-fitting problems,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.789768Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:9a5775b5092f83e03bf91afa0f08b7b83c6c2f11c9f957a95dcdf4d604ece41f","observation_id":"93be4d3d-9468-4bff-878e-2f2ac8e78ae2","resolution":{"observed_at":"2026-08-10T22:30:21.789768Z","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":"2026-08-10T22:30:21.794558Z","title":"Resource all ocation for text semantic communications,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.794558Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:688efdc0e0181fe504ea1d799b6ac61670ef0d1535904b818a6d6d36653a1ca1","observation_id":"13b6db8b-696f-4403-8f33-ab538630d664","resolution":{"observed_at":"2026-08-10T22:30:21.794558Z","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":"2026-08-10T22:30:21.988858Z","title":"Semantic extraction mode l selection for iot devices in edge-assisted semantic communications,","venue":null,"work_id":"9ba2adfb-57b7-493d-83b6-14cc9c4c50b4","year":2024},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.799215Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:b76c185bf5a219ea36a111928f44a0548347febbe14491ce980c711cfc79e7be","observation_id":"87ef05eb-68db-4f5e-b607-eb9351af3b9b","resolution":{"observed_at":"2026-08-10T22:30:21.994626Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:21.970436Z","title":"Bipartite matching based user grouping for grouped ofdm-idma,","venue":null,"work_id":"3ee7d0b8-924b-4c3a-b296-74870f21395d","year":2013},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.804283Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:69fe358265817edc43b4fdf35e9f3c578fef827357079627767071d3a3e604b3","observation_id":"538c396a-9410-4d4b-aa8b-974356944092","resolution":{"observed_at":"2026-08-10T22:30:21.975931Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:21.952849Z","title":"Task cla ss par- titioning for mobile computation offloading,","venue":null,"work_id":"c3c1277f-e369-4abc-9458-dbfd7e3f40e8","year":2024},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.809548Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:a385b32a6622d115dd0779610fc5e429b44baa0a80f45714ad748689eb369ce9","observation_id":"721c975f-ea1f-4f53-874f-c587606ec7f0","resolution":{"observed_at":"2026-08-10T22:30:21.957645Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:21.936902Z","title":"Monotonic optimization in communication and networking systems,","venue":null,"work_id":"b739df6c-2520-4bd1-83d4-30b5c5b2ed63","year":2013},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.814463Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:80e9378a357af9c7080c1ab92dee3cd88b1e7c9fc789e6477ec9d9e2ba38b367","observation_id":"712009a1-cbc2-4535-bbe3-007f168f5e5d","resolution":{"observed_at":"2026-08-10T22:30:21.941621Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:21.920037Z","title":"Resourc e alloca- tion for multi-user downlink MISO OFDMA-URLLC systems,","venue":null,"work_id":"8b2adae4-6e6f-4f89-b018-7a658ea15bb1","year":2020},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.819177Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:03f1f3c50c7995b259c1a2eb1e3407401aa882bafc867e85ff733aa6c7d70bff","observation_id":"3f040e21-51df-4e16-bd01-900d4ff445ba","resolution":{"observed_at":"2026-08-10T22:30:21.924969Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:21.902920Z","title":"Digital twin model selection for feature accuracy,","venue":null,"work_id":"c3529c14-aad2-447d-a0dd-8d053518fdc9","year":2024},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.824114Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:1160c19009a6b1f02cd7b3a849404dd0a28c32fa926829f9c15e4802b22fc618","observation_id":"121f78c6-11d3-435d-9580-4e0f250c9a23","resolution":{"observed_at":"2026-08-10T22:30:21.908309Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+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":"2026-08-10T22:30:21.882369Z","title":"Re source allocation for wireless-powered iot networks with short pa cket com- munication,","venue":null,"work_id":"f3686cb2-a44d-4df9-95f1-8403cabfea3b","year":2019},"citing_paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-10T22:30:21.828933Z"},"links":{"citing_paper":"/paper/2501.01635"},"observation_digest":"sha256:c97ea77b7b82da3846e786d055f66445b10e9c405ce5fa43601374251866df68","observation_id":"3022238e-9a4a-4600-974f-bd0e043cd9fa","resolution":{"observed_at":"2026-08-10T22:30:21.890203Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2501.01635","last_updated":"2025-01-03T04:59:33Z","latest_version":1,"primary_category":"eess.SP","snapshot_observed_at":"2026-08-14T19:32:58.411289Z","submitted_at":"2025-01-03T04:59:33Z","title":"Knowledge Sharing-enabled Semantic Rate Maximization for Multi-cell Task-oriented Hybrid Semantic-Bit Communication Networks"},"reference_resolution":{"displayed":40,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":6,"verified_exact":0,"verified_fuzzy":34},"total_outbound_references":40},"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":"2026-08-22T06:32:14.747728+00:00","source":"crossref"},{"observed_at":"2026-08-22T06:32:06.552537+00:00","source":"retraction_watch"}],"thesis":"As of 23 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2501.01635."}