{"as_of":"2026-08-08T05:59:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:d4be8e8ea098921376599e53d44cc1b5955bf3e4969df94831a502031079e2e2","coverage":[{"denominator":59,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":59,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T10:20:36.702858Z","state":"measured"},{"denominator":61,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":61,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-07T06:34:17.273281+00:00","state":"measured"},{"denominator":2,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":2,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-06T15:02:12.313057Z","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":"2026-08-06T15:02:12.747381Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"cited_work":{"arxiv_id":"2506.05637","doi":null,"metadata_source":"pith","pith_arxiv_id":"2506.05637","snapshot_observed_at":"2026-08-06T15:02:12.747381Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","venue":"cs.IT","work_id":"61bf47fc-3ee7-488d-b281-895bf4e730bd","year":2025},"citing_paper":{"arxiv_id":"2507.17188","last_updated":"2026-06-30T07:35:44Z","snapshot_observed_at":"2026-08-08T01:35:01.014680Z","submitted_at":"2025-07-23T04:22:57Z","title":"LLM-Aided Joint Secrecy Precoding and Trajectory for RSMA-Based Heterogeneous UAV Networks","version":4},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-06T15:02:12.313057Z"},"links":{"cited_paper":"/paper/2506.05637","citing_paper":"/paper/2507.17188"},"observation_digest":"sha256:ba2d43b780f49cafd2d6ec587693e8268e262398fd4c474929ba0b7d3a3e4992","observation_id":"56963300-3ecf-41e7-bf7c-e2a805a2f1db","resolution":{"observed_at":"2026-08-06T15:02:12.757665Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.05637","snapshot_observed_at":"2026-08-04T19:34:30.775997Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2509.09193","last_updated":"2025-09-11T07:09:30Z","snapshot_observed_at":"2026-08-07T07:37:18.552922Z","submitted_at":"2025-09-11T07:09:30Z","title":"AI Reasoning for Wireless Communications and Networking: A Survey and Perspectives","version":1},"reference_index":102,"source":"pdf_text","source_observed_at":"2026-08-04T19:34:30.775997Z"},"links":{"cited_paper":"/paper/2506.05637","citing_paper":"/paper/2509.09193"},"observation_digest":"sha256:d2e9743c6485c503e960acab3122d3d42078aebc77919d975cf2e8c55c439253","observation_id":"bf3a1b69-9c03-488a-a3a0-ea8f49461ab3","resolution":{"observed_at":"2026-08-04T19:34:30.775997Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2506.05637/citation-record","integrity":"/paper/2506.05637/integrity","json":"/paper/2506.05637/citation-record.json","paper":"/paper/2506.05637"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:20:30.918193Z","title":"Joint radar and communication design: Applications, state-of-the-art, and the road ahead,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:30.918193Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:60d867e404abdce728338d362e490ddd098592237463bb60e6be738f7f7af8fd","observation_id":"435e8c79-a913-421c-9fbe-d59d61145aa7","resolution":{"observed_at":"2026-08-07T10:20:30.918193Z","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":"2026-08-07T10:20:44.637484Z","title":"Space-air-ground integrated wireless networks for 6G: Basics, key technologies, and future trends,","venue":null,"work_id":"37108f31-a1b1-4597-a90e-20ffbb192de0","year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:30.995540Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:b70e24216c9bb29450fa42ce73beb5d30ed6ea9226bf2e2bc64c1680f75c9eba","observation_id":"b72fc03e-e621-4817-b617-a2a04502d43d","resolution":{"observed_at":"2026-08-07T10:20:44.641128Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:44.628398Z","title":"Integrated Sensing and Communication: Towards dual- functional wireless networks for 6G and beyond,","venue":null,"work_id":"1190f70a-ed79-4c42-bd4d-14e2e5d5df67","year":2022},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:31.090456Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:f7df704ed061e1eaa3c3f2fd55e54167108887ab8c67615c80a6cf84f8b4fe0a","observation_id":"f6820b69-5d42-4191-bdb0-bb16a9cabc9d","resolution":{"observed_at":"2026-08-07T10:20:44.631425Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:44.617944Z","title":"Waveform design and signal processing aspects for fusion of wireless communications and radar sensing,","venue":null,"work_id":"e46d5f23-16c8-4028-8820-55a12387bd25","year":2011},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:31.182366Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:9906188d8f6a85416b8c0149d252523eb1859fbfd0e4c352f42780a84070da19","observation_id":"c945bcb2-0073-4253-b5a4-397ab9c5d3ab","resolution":{"observed_at":"2026-08-07T10:20:44.621428Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:44.607493Z","title":"JCR70: A low-complexity millimeter-wave proof-of-concept platform for a fully-digital SIMO joint communication-radar,","venue":null,"work_id":"eafc08bf-cd98-4e10-803a-772616661f7c","year":2021},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:31.243689Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:3150f9ce9339f05e8454e14b5958773cd8d793059fe55f0e2e7b4faf0aa4f663","observation_id":"f2ec5481-0c52-4af0-b8e1-04f875688df4","resolution":{"observed_at":"2026-08-07T10:20:44.610749Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:44.597092Z","title":"Increasing capacity in wireless broadcast systems using distributed transmission/directional reception (DTDR),","venue":null,"work_id":"1a1eadfa-3d20-4394-be24-c379648ada86","year":1994},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:31.302518Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:42e999dff668151043535955287fd2c8466abeb8707dda535d1d8e6018613df4","observation_id":"7da1baf1-ca85-4e8f-ae88-35ce8069477f","resolution":{"observed_at":"2026-08-07T10:20:44.600695Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:44.575848Z","title":"High resolution FDMA MIMO radar,","venue":null,"work_id":"88ffa777-897b-403a-80fc-a86601b705d8","year":2020},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:31.347861Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:3588df53e4912ad12ad9e6070fd7997a0d111b9a250ffea7a6deceded6664091","observation_id":"4273c66d-8c79-4e7c-acb7-69ed28d8fed5","resolution":{"observed_at":"2026-08-07T10:20:44.589919Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:44.440908Z","title":"Extremely large aperture array (ELAA) communications: Foundations, research advances and challenges,","venue":null,"work_id":"46d5174b-c6a9-45e8-bc1e-f425254e1e6e","year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:31.394516Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:50424927b068bd3ddb1c02865bf7525753f74d3234d8dde0a197123d11317282","observation_id":"2d4aa5b1-b567-40b6-9cb4-57b55524ba70","resolution":{"observed_at":"2026-08-07T10:20:44.566391Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:31.536487Z","title":"Joint maneuver and beamforming design for UA V-enabled integrated sensing and communication,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:31.536487Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:468427aaad3bb8fa8704a02f08e2cf6a76d39a3676d9102bbd9a2f496199b87c","observation_id":"6c6a3eff-fcbe-4323-a371-5335ba0e1b83","resolution":{"observed_at":"2026-08-07T10:20:31.536487Z","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":"2026-08-07T10:20:44.157333Z","title":"Joint beamforming and UA V trajectory optimization for covert communications in ISAC networks","venue":null,"work_id":"b289c8fc-4559-4aa4-88cd-d4790552d478","year":2025},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:31.596845Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:4a9f8af0917c87faa23165dcc6c482eecad1cb6f74dfbc7872de74557868875c","observation_id":"de81c1ec-9f54-4934-81bc-6b6a80bed8e2","resolution":{"observed_at":"2026-08-07T10:20:44.263018Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:43.875885Z","title":"MU-MIMO communications with MIMO radar: From co-existence to joint transmis- sion,","venue":null,"work_id":"3235328a-ca06-444e-ad89-16bfdec305ed","year":2018},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:31.670792Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:5e4a10953d5b58caeeaec3f21b9bd9b0c3a370dc7d8cfbfead3af421aa703820","observation_id":"fd14cd24-988d-4424-a8a8-33489a2c8ed0","resolution":{"observed_at":"2026-08-07T10:20:43.982402Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:31.732949Z","title":"Joint transmit beamforming for multiuser MIMO communications and MIMO radar,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:31.732949Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:c833f5bc48c4e8d727e5082061f0cb20b58fb1ad0892b58da6c98b0ce10f206a","observation_id":"26fc8975-f095-4435-b33b-909d74a80270","resolution":{"observed_at":"2026-08-07T10:20:31.732949Z","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":"2026-08-07T10:20:43.620347Z","title":"Communication-sensing region for cell-free massive MIMO ISAC systems,","venue":null,"work_id":"b119c280-1340-4bad-8737-4b85365a5f58","year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:31.784438Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:22af790a63ca3c6c72b57b8fb5a07dc53668e6aee2154de2fafdebf674ea7040","observation_id":"1741d800-779b-448b-b272-07596ff0ed39","resolution":{"observed_at":"2026-08-07T10:20:43.783059Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:43.440623Z","title":"SNR/CRB- constrained joint beamforming and reflection designs for RIS-ISAC systems,","venue":null,"work_id":"2070c13a-4d83-4901-897a-43c3c94d5760","year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:31.868034Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:219f5443f51d1a913e73eaf87ab7d7847f3bd25edeb5092f2c4e924877a6e356","observation_id":"5faffe6e-f64d-46b6-be9a-e128108b9dec","resolution":{"observed_at":"2026-08-07T10:20:43.520249Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:43.125124Z","title":"Cram ´er-Rao bound optimiza- tion for active RIS-empowered ISAC systems,","venue":null,"work_id":"fc84bc28-a74a-46c0-8c81-4142c5a126f6","year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:31.960605Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:c8a46e945aea01274cf6f26cbeb3095c16c4f0801e175e6dc377251309b7627c","observation_id":"04411f49-f91e-4cb7-91fe-3562e420a131","resolution":{"observed_at":"2026-08-07T10:20:43.291224Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:42.904120Z","title":"Learning- based predictive beamforming for integrated sensing and communica- tion in vehicular networks,","venue":null,"work_id":"8868a0fe-ef3f-477b-b415-e126ab005a08","year":2022},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:32.019299Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:b1aa1f370b4e60392c6525811ed470c5a84801e6e1d9e5ec055ca57227722aff","observation_id":"168445b7-7cf7-4864-afd1-1bc102acbe83","resolution":{"observed_at":"2026-08-07T10:20:42.998277Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:42.670660Z","title":"Predictive beamforming for vehicles with complex behaviors in ISAC systems: A deep learning approach,","venue":null,"work_id":"9e965b68-19a0-4ee6-bc40-027fdd6b6917","year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:32.096652Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:cbbef38fcdbeaaf3975defdd424607dc92c8719b50858814d67fef43092b34ce","observation_id":"0d28c82d-37bb-4e9d-b02f-dbd20266d23d","resolution":{"observed_at":"2026-08-07T10:20:42.775765Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:42.444997Z","title":"ISAC- NET: Model-driven deep learning for integrated passive sensing and communication,","venue":null,"work_id":"6d7595a8-3f21-4d13-8406-fadbcc6fed2f","year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:32.174382Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:bd1dd9befef9ef94f7a9c2a75a0bd91d06519a765ff9b80130c0c920dd6274a5","observation_id":"3c9e8579-8678-478c-aa6a-4f2dbdcc793b","resolution":{"observed_at":"2026-08-07T10:20:42.549231Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:42.313915Z","title":"Fluid antenna system liberating multiuser MIMO for ISAC via deep reinforcement learning,","venue":null,"work_id":"fd405f00-5f92-4839-a04e-50793bbda83c","year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:32.311179Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:0ebcd24ebab6e74a1db7d9ee4957a2990181d463be2ce744f7006e0c130d89d0","observation_id":"fe9ff654-56eb-41c7-ba30-6a231fe07241","resolution":{"observed_at":"2026-08-07T10:20:42.335844Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:42.155258Z","title":"Hybrid deep reinforcement learning for enhancing localization and communication efficiency in RIS-aided cooperative ISAC systems,","venue":null,"work_id":"3cbc8be7-cab3-49cd-86ab-e93c8ab1f7af","year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:32.411167Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:23d6cae782cd939f7b3d721b4079d6f893901ec5890e0ead72197f5368a60a8b","observation_id":"ddf8f068-5b2a-4be9-9e59-98bc34412a63","resolution":{"observed_at":"2026-08-07T10:20:42.214910Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:42.033867Z","title":"Deep reinforcement learning-based resource allocation for integrated sensing, communi- cation, and computation in vehicular network,","venue":null,"work_id":"8745eb37-7f44-4670-9549-a042ddd31669","year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:32.523468Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:b453dac5d42d5d0afc2427020f2ef0e464ec8c423014a108f2e6fb829b217cfe","observation_id":"7445d223-fa6f-4289-8660-92ea513aca6f","resolution":{"observed_at":"2026-08-07T10:20:42.094178Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:41.899778Z","title":"Semidefinite relaxation of quadratic optimization problems,","venue":null,"work_id":"c97f7643-a440-4206-972b-23fda8f8fd22","year":2010},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:32.666179Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:782419dfe714e18c450e730f35220ff964c4721e708fa250b2f889de7481acda","observation_id":"f5d678aa-ab90-4218-84cd-bab7965df3d6","resolution":{"observed_at":"2026-08-07T10:20:41.967746Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:41.783639Z","title":"Deep learning,","venue":null,"work_id":"2fffc3db-9ab4-4fd5-a8a2-5d9cc426f914","year":2015},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:32.738000Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:66fb0bd7eb2c25168ca59a503632ffae83c2932518ac8782898997e7d75c8883","observation_id":"3d639a1f-a61c-4b8f-bd84-8dd0901f3cbd","resolution":{"observed_at":"2026-08-07T10:20:41.837103Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:41.664962Z","title":"A survey of multi-objective optimization in wireless sensor networks: Metrics, algorithms, and open problems,","venue":null,"work_id":"37ea1526-d6aa-483c-add4-f1bb3115340b","year":2017},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:32.834780Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:14dc4bd4fcb24d526e116be3db9a13d7f605279e354b61de8b66ceef10ffaf46","observation_id":"b49fa71b-2977-4666-a058-f992c6c7f87d","resolution":{"observed_at":"2026-08-07T10:20:41.723483Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:41.556135Z","title":"Knowledge-driven deep learning paradigms for wireless network optimization in 6G,","venue":null,"work_id":"653ccdb5-28ee-4081-92eb-6758e3106f57","year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:32.951438Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:8bf9fe6fe05db5637201db4656437778355859a054f7b0a6443ee8f392cb7c7a","observation_id":"7cd52671-1c8a-4d7e-8065-ecedba2538fd","resolution":{"observed_at":"2026-08-07T10:20:41.605940Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:41.463261Z","title":"ChatGLM-Math: Improving math problem-solving in large language models with a self-critique pipeline","venue":null,"work_id":"0d454bd3-4753-4453-bbe9-9d0c4afba6cb","year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:33.082279Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:9978da8d69fdb20743bc7b1252571fb4fb5219753741073590f3c94ed7476416","observation_id":"0fe2902f-047a-42be-ba83-cbcbf301ba52","resolution":{"observed_at":"2026-08-07T10:20:41.495343Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:41.347896Z","title":"Large language models as optimizers","venue":null,"work_id":"2cb42bc2-ab63-4c5f-ae80-87fd205a5e62","year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:33.254722Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:34ff9987ca945dc7546fcc23c47f5b8aa5180f5366a0f8f1a4549d5c18394a69","observation_id":"3f3a7257-9c59-4c1d-9142-4cd7929d7627","resolution":{"observed_at":"2026-08-07T10:20:41.403798Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:41.231804Z","title":"Large language model for multiobjective evolutionary optimization","venue":null,"work_id":"ae8a65f0-06d7-4318-9117-b0dae3ac919c","year":2025},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:33.361724Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:61181a5d7eada1f542fcd94437abc1528792e93ddb08e1b3f791194e3a49ffc4","observation_id":"f501c30b-071e-4119-a5e0-a4fc67afe64f","resolution":{"observed_at":"2026-08-07T10:20:41.291120Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:41.106486Z","title":"Large language models to enhance bayesian optimization","venue":null,"work_id":"34d7c830-0294-415e-ac1a-ba004a86be36","year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:33.475002Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:cfa6058bbb1b3ae45c79935ffb4cefc97dd4c717f7110b8a25ba8402e8e4f117","observation_id":"13914d2c-b8b7-43a6-8849-08ee81fabab0","resolution":{"observed_at":"2026-08-07T10:20:41.173360Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2503.03350","last_updated":"2025-03-05T10:22:49Z","snapshot_observed_at":"2026-08-07T17:28:04.580698Z","submitted_at":"2025-03-05T10:22:49Z","title":"Leveraging Large Language Models to Develop Heuristics for Emerging Optimization Problems","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2503.03350","snapshot_observed_at":"2026-08-07T10:20:33.566971Z","title":"Leveraging large language models to develop heuristics for emerging optimization problems","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:33.566971Z"},"links":{"cited_paper":"/paper/2503.03350","citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:bcb85203bec51fa02b54b1258ded79bc797793a12baa40bf846de8f7fb2628d7","observation_id":"a454aae4-2968-4662-806b-35a6dfbb7300","resolution":{"observed_at":"2026-08-07T10:20:33.566971Z","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":"2026-08-07T10:20:41.005025Z","title":"Leveraging large language models for the generation of novel meta- heuristic optimization algorithms,","venue":null,"work_id":"f7d5e659-69fa-4911-bd5a-828223ba1f8b","year":2023},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:33.648880Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:fbb30c9a341155cb0e0a0c5b0ac912b1a3be9f634f1cf8313518a2dfef9eef76","observation_id":"a9a6d664-83b5-4bd0-916d-c9d16bb50142","resolution":{"observed_at":"2026-08-07T10:20:41.051977Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2303.18223","last_updated":"2026-03-18T05:34:39Z","snapshot_observed_at":"2026-08-06T23:27:24.356320Z","submitted_at":"2023-03-31T17:28:46Z","title":"A Survey of Large Language Models","version":19},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.18223","snapshot_observed_at":"2026-08-07T10:20:33.731422Z","title":"A survey of large language models,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:33.731422Z"},"links":{"cited_paper":"/paper/2303.18223","citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:c6701e95ba94d165441e59c7159f407cb5ef4918ab02b1c205ce150e75039051","observation_id":"967a4876-9bc2-485f-9584-f2dcb02fbf10","resolution":{"observed_at":"2026-08-07T10:20:33.731422Z","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":"2026-08-07T10:20:40.870327Z","title":"Large language model (LLM) for telecommunications: A comprehensive survey on principles, key techniques, and opportuni- ties,","venue":null,"work_id":"cf822115-c773-4c47-bbea-3cdbebdad5e5","year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:33.791659Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:28e1435b35256a3c3f958dac1809e8e87ca5df91e006325ad6e4350ee2400526","observation_id":"3ca704dc-92d9-4328-af78-ae470030e981","resolution":{"observed_at":"2026-08-07T10:20:40.917524Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:40.685005Z","title":"WirelessLLM: Empowering large language models towards wireless intelligence,","venue":null,"work_id":"1d3c0a18-8a15-4882-b812-ccb3ce8b1fc5","year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:33.900730Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:52a309e335de7c03dd9b40c27db4aa8d53e25ef134579f0fcf84d78b9f02dfe3","observation_id":"1687c755-422d-47c6-bcfe-cf27e99480e7","resolution":{"observed_at":"2026-08-07T10:20:40.780136Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.07964","last_updated":"2024-09-12T11:48:01Z","snapshot_observed_at":"2026-07-06T19:14:16.762220Z","submitted_at":"2024-09-12T11:48:01Z","title":"WirelessAgent: Large Language Model Agents for Intelligent Wireless Networks","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.07964","snapshot_observed_at":"2026-08-07T10:20:33.975246Z","title":"WirelessAgent: Large language model agents for intelligent wireless networks,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:33.975246Z"},"links":{"cited_paper":"/paper/2409.07964","citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:a9c967a6cf5c5e2cdea568a60a63f35ac8a546108a1cea22a978199e7cb4c20f","observation_id":"e2a6c90d-2088-41b8-9711-4823ec425ebf","resolution":{"observed_at":"2026-08-07T10:20:33.975246Z","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":"2026-08-07T10:20:40.562795Z","title":"Large language model agents for radio map generation and wireless network planning,","venue":null,"work_id":"9f231548-794a-4d55-bccf-707dc3bc4f10","year":2025},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:34.084158Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:f386673f0b7e2b6ae45c89ac452f2c066a8b2e2789804940e13549a083d9a657","observation_id":"de02471f-09db-435e-8fbb-b9edcd2d0a29","resolution":{"observed_at":"2026-08-07T10:20:40.643614Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:40.381128Z","title":"Large language model-based wireless network design,","venue":null,"work_id":"4d6d885e-ac5d-4f9e-884f-ddd07a860d63","year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:34.194013Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:0cc99799402588b20854a3399d3a0026e7ff1bb8dc30b886264d456d2ba23c67","observation_id":"5c98cadd-66ec-4774-9dd0-5639abcf8a56","resolution":{"observed_at":"2026-08-07T10:20:40.461021Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:40.201546Z","title":"Toward intelligent commu- nications: Large model empowered semantic communications,","venue":null,"work_id":"ac1c85ee-8d1b-42ea-9479-9443ab54a2b0","year":2025},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:34.294896Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:5da40eff40a6fcfa6fe56e2d816083bd1bcc15c5ffc5425b868dba80242105a8","observation_id":"788b9c0e-35bc-416b-8270-15eb0ffcbe05","resolution":{"observed_at":"2026-08-07T10:20:40.276240Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:40.039221Z","title":"Large language models empowered autonomous edge AI for connected intelligence,","venue":null,"work_id":"c38b8dd7-d7f6-4f46-95b6-81b07a4fe7f5","year":2024},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:34.410012Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:03ab6c5b4698d1872a24580f01ecdc9c33047aedb42fb9db02ef98db90285929","observation_id":"29a090dc-e3e4-49db-9026-7dca475c6905","resolution":{"observed_at":"2026-08-07T10:20:40.131223Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:39.932293Z","title":"Large language model based multi-objective optimization for integrated sensing and communication in UA V networks,","venue":null,"work_id":"6659be47-a48b-4bf0-a90d-69934f8a0512","year":2025},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:34.510473Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:888a7a039617d66e21f6dbf7dfb773f1a041971d5ec5b74e07dbd93fb448dd4f","observation_id":"5634a79f-964f-42e3-a03f-4fdfd898dffb","resolution":{"observed_at":"2026-08-07T10:20:39.994173Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:39.778223Z","title":"Radar-assisted predictive beamforming for vehicular links: Communication served by sensing,","venue":null,"work_id":"7974c27a-c537-4bcc-903f-2c66990c3624","year":2020},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:34.583366Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:18dce9d5ef6779e0c96daf0183d196995ace43dba26ecd9669a86860c46cdfb6","observation_id":"c33d9315-ea6c-47b6-ad14-bab06cc3cead","resolution":{"observed_at":"2026-08-07T10:20:39.827246Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:39.623024Z","title":"Full duplex radio/radar technology: The enabler for advanced joint communication and sensing,","venue":null,"work_id":"b6d01a4b-d40f-4443-befd-7e4346595bf1","year":2021},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:34.675151Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:8f09d33967b7e888a8ddac0e39ec9bafa26fc47d3c17bb9ec22595aec9feb929","observation_id":"2ee5b6b2-ade0-4728-999e-2cf831c044fd","resolution":{"observed_at":"2026-08-07T10:20:39.701394Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:39.473611Z","title":"Joint power allocation and user association optimization for IRS-assisted mmWave systems,","venue":null,"work_id":"30f10c4a-05b1-41bc-94eb-3e8054777ef2","year":2022},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:34.776033Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:fe084611d39f3fc30a7171e1d3048d4b344744a7193c1a208cf8f1e8e0da9e50","observation_id":"35f043ff-d92f-48da-a2d4-729540ee94c3","resolution":{"observed_at":"2026-08-07T10:20:39.530462Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:39.339916Z","title":"LTE: the Evolution of Mobile Broadband,","venue":null,"work_id":"5e1e16f8-fd35-4ee7-866c-1a6ac16787af","year":2009},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:34.859916Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:3f9ec4f6c5b654a963a2ebfb2115405c6af5c88d3829c95a6a7e38284c4fe750","observation_id":"ab650825-25ba-4620-9c76-4d2cfd4d9c6a","resolution":{"observed_at":"2026-08-07T10:20:39.395996Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:34.952734Z","title":"Target detection and localization using MIMO radars and sonars,","venue":null,"work_id":null,"year":2006},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:34.952734Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:6d5342689fa7bf10fc554aeaa4424cae59b40bae312dfbac85c72f43facc5e94","observation_id":"2c49e40f-b1c2-4551-a6a9-339145193a92","resolution":{"observed_at":"2026-08-07T10:20:34.952734Z","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":"2026-08-07T10:20:39.195235Z","title":null,"venue":null,"work_id":"89f85526-83fe-4fe6-b236-904dd8085566","year":2016},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:35.064551Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:2cfce4af46cbe10e127b5a4c2c733150f66bc55533b6340cd2de08122deaa46d","observation_id":"3822ee5c-d12b-40f3-9f35-3286fd30eb1b","resolution":{"observed_at":"2026-08-07T10:20:39.256586Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:39.042307Z","title":null,"venue":null,"work_id":"c24244ad-5b26-4543-a335-1e08b358ae58","year":1998},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:35.191224Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:3fcf10664660bdb7639ab3c94957663f3a859aa7717629b838268605d11985dd","observation_id":"ce0f5015-7c92-421e-b07a-4eaed6a905d1","resolution":{"observed_at":"2026-08-07T10:20:39.113497Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:38.889300Z","title":"Language models are few-shot learners,","venue":null,"work_id":"48f2b67f-f710-43ce-ae2b-603c7a70fcd4","year":2020},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:35.264058Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:a93c6a0e244d2c317bae10fe495be4690f570e07125772842809ee157f071056","observation_id":"daa5c333-47dc-4765-85ed-42c8fd3b9804","resolution":{"observed_at":"2026-08-07T10:20:38.956571Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:38.760710Z","title":"Chain of thought prompting elicits reasoning in large language models,","venue":null,"work_id":"a18b3d9f-e0fa-4c24-a893-1a487a292637","year":2022},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:35.372061Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:7b459b233b33cae6f46a1343cf7ccf4b3eb9763810b70ef226cb9338421270fc","observation_id":"87e4f92d-a00f-4fde-9c3f-99470566021e","resolution":{"observed_at":"2026-08-07T10:20:38.828304Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:38.526692Z","title":"Reflexion: Language agents with verbal reinforcement learning,","venue":null,"work_id":"44b0bf9e-db0f-487e-ae9e-3b80409397a7","year":null},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:35.478971Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:50fbc3fb844f0b03ee219bea42cf315ded2e9014552c0ef3eae0cd1d66a94c5d","observation_id":"5bd6a4fd-d9e0-49ac-8ce9-88460b8ab5c9","resolution":{"observed_at":"2026-08-07T10:20:38.646161Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:38.317639Z","title":"Fractional programming for communication systems–Part I: Power control and beamforming,","venue":null,"work_id":"7b0aca15-eff5-42aa-86fc-257152b50b56","year":2018},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:35.691311Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:79008b192ff51f6b1ad79fa47ab5db0e4632cf5b89b0d1a11e9788a1c0262c83","observation_id":"d6a60d90-2534-4d76-ab41-751efe5d8c03","resolution":{"observed_at":"2026-08-07T10:20:38.431577Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:38.048164Z","title":"Fractional programming for communication systems–Part II: Uplink scheduling via matching,","venue":null,"work_id":"de55fac0-6c43-4d7f-8f0f-b5e436a01c55","year":2018},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:35.855040Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:a54c583a263e390cc409a4a9031d7147f3c30ce63542275d374c1e132257b239","observation_id":"9bbe5138-4a00-4f2f-840e-9fa19d4801a7","resolution":{"observed_at":"2026-08-07T10:20:38.169929Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:44.325387Z","title":"STARS enabled integrated sensing and communication,","venue":null,"work_id":"a45c71f5-f229-47f6-91fc-38c3ccaf46b7","year":2023},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:35.967464Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:57febcf086d842c28e0c1f166cda1facb7e260f9ce9b1b6fab57aa6c8cc91b1a","observation_id":"7992ff69-58d8-479b-9169-f0f19c82690a","resolution":{"observed_at":"2026-08-07T10:20:44.400780Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:37.764677Z","title":"On augmented Lagrangian methods with general lower-level constraints,","venue":null,"work_id":"effa3186-51cb-42ab-8a01-52b58a959214","year":2007},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:36.113167Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:83bbdb4509bf08642e7069fac6ba4522cca90cb9c7b6f90b6f5c20b4d3829421","observation_id":"261af18a-d1bd-46a8-8c9d-be37974c5e17","resolution":{"observed_at":"2026-08-07T10:20:37.937858Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:36.270794Z","title":"CVX: Matlab software for disciplined convex programming, version 2.1,","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:36.270794Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:c76743235a120dfe3a3a3664688c59a0d85e6e9c45bae6d369021a11eb35dbff","observation_id":"3a2623f7-5499-4023-a831-57d1c4bed922","resolution":{"observed_at":"2026-08-07T10:20:36.270794Z","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":"2026-08-07T10:20:37.483239Z","title":"Majorization–minimization al- gorithms in signal processing, communications, and machine learning,","venue":null,"work_id":"6540d5f0-e9b5-4b0b-9520-0a6f46b2895b","year":2017},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:36.402437Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:454216fa3103f7f1485b400fa8682ede863e9684212b47b24c6bcc4c96c342b3","observation_id":"240b0c64-3c30-470b-aa2a-ebc7a9fa1d3b","resolution":{"observed_at":"2026-08-07T10:20:37.609157Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:37.183506Z","title":"Machiavelli and the gale-shapley algorithm,","venue":null,"work_id":"b21ce817-08e1-43d1-b726-c55295b9bfba","year":1981},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:36.563559Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:b196d7acb3ae38cd2b0827f0b09bf14148a4aa00b18c3fcbe1cf2fe2ab37968a","observation_id":"8151100c-e55c-49c5-a4e4-c212dc455e66","resolution":{"observed_at":"2026-08-07T10:20:37.321465Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+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":"2026-08-07T10:20:36.951948Z","title":"User association and power control for UA V-enabled cellular networks,","venue":null,"work_id":"990c5931-250f-4bf1-bc04-4e779a060c3d","year":2020},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:36.702858Z"},"links":{"citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:3525b10ccac2cfc368a9609e02cea908c7ecaeca502812cd00712e9e0fdd4b4a","observation_id":"1f831815-0951-4c26-95e2-8431d3667662","resolution":{"observed_at":"2026-08-07T10:20:37.054894Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2303.11366","last_updated":"2023-10-10T05:21:45Z","snapshot_observed_at":"2026-07-06T15:05:53.556198Z","submitted_at":"2023-03-20T18:08:50Z","title":"Reflexion: Language Agents with Verbal Reinforcement Learning","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.11366","snapshot_observed_at":"2026-08-07T10:20:35.589274Z","title":"Available: https://arxiv.org/abs/2303.11366","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","version":1},"reference_index":2023,"source":"pdf_text","source_observed_at":"2026-08-07T10:20:35.589274Z"},"links":{"cited_paper":"/paper/2303.11366","citing_paper":"/paper/2506.05637"},"observation_digest":"sha256:fa78e1cce7d188adbeb98c87b83b5e055aa57144a7713c488c2855f74a239288","observation_id":"0008331e-a06e-4edf-9c7a-1089c9e50e28","resolution":{"observed_at":"2026-08-07T10:20:35.589274Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2506.05637","last_updated":"2025-06-05T23:41:11Z","latest_version":1,"primary_category":"cs.IT","snapshot_observed_at":"2026-08-07T10:11:25.991735Z","submitted_at":"2025-06-05T23:41:11Z","title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models"},"reference_resolution":{"displayed":59,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":11,"verified_exact":0,"verified_fuzzy":48},"total_outbound_references":59},"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":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"thesis":"As of 8 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 2 inbound Pith citation observations for arXiv:2506.05637."}