{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2025:YR66FHGK3ZWD2Y3AUPBY65KYZP","short_pith_number":"pith:YR66FHGK","schema_version":"1.0","canonical_sha256":"c47de29ccade6c3d6360a3c38f7558cbf3e3f4ac5a1ad44f49e761e955f04335","source":{"kind":"arxiv","id":"2506.05637","version":1},"attestation_state":"computed","paper":{"title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["eess.SP","math.IT"],"primary_cat":"cs.IT","authors_text":"Dong In Kim, Haoyun Li, Kezhi Wang, Ming Xiao, Robert Schober, Yong Liang Guan","submitted_at":"2025-06-05T23:41:11Z","abstract_excerpt":"Integrated sensing and communication (ISAC) has been envisioned to play a more important role in future wireless networks. However, the design of ISAC networks is challenging, especially when there are multiple communication and sensing (C\\&S) nodes and multiple sensing targets. We investigate a multi-base station (BS) ISAC network in which multiple BSs equipped with multiple antennas simultaneously provide C\\&S services for multiple ground communication users (CUs) and targets. To enhance the overall performance of C\\&S, we formulate a joint user association (UA) and multi-BS transmit beamfor"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2506.05637","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IT","submitted_at":"2025-06-05T23:41:11Z","cross_cats_sorted":["eess.SP","math.IT"],"title_canon_sha256":"a7399fd1710f1ae2d80754b36d1a76f293b9c0f65131644eb904234d35ffcbd0","abstract_canon_sha256":"2d5786f7d97a1be97a7ba4d8c85aab0bd804cf39893ecad41eb9d7e1fe108bf1"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:17:07.403265Z","signature_b64":"NACOI1umJFCy5+HMDdTpwuW0wrIQPSnJMddnOavq5gp0UC/BgEgD95p/PWla3p5XmwL565A+hw96KC1VO5e9Bg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"c47de29ccade6c3d6360a3c38f7558cbf3e3f4ac5a1ad44f49e761e955f04335","last_reissued_at":"2026-07-05T11:17:07.402727Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:17:07.402727Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Joint User Association and Beamforming Design for ISAC Networks with Large Language Models","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["eess.SP","math.IT"],"primary_cat":"cs.IT","authors_text":"Dong In Kim, Haoyun Li, Kezhi Wang, Ming Xiao, Robert Schober, Yong Liang Guan","submitted_at":"2025-06-05T23:41:11Z","abstract_excerpt":"Integrated sensing and communication (ISAC) has been envisioned to play a more important role in future wireless networks. However, the design of ISAC networks is challenging, especially when there are multiple communication and sensing (C\\&S) nodes and multiple sensing targets. We investigate a multi-base station (BS) ISAC network in which multiple BSs equipped with multiple antennas simultaneously provide C\\&S services for multiple ground communication users (CUs) and targets. To enhance the overall performance of C\\&S, we formulate a joint user association (UA) and multi-BS transmit beamfor"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.05637","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2506.05637/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2506.05637","created_at":"2026-07-05T11:17:07.402791+00:00"},{"alias_kind":"arxiv_version","alias_value":"2506.05637v1","created_at":"2026-07-05T11:17:07.402791+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.05637","created_at":"2026-07-05T11:17:07.402791+00:00"},{"alias_kind":"pith_short_12","alias_value":"YR66FHGK3ZWD","created_at":"2026-07-05T11:17:07.402791+00:00"},{"alias_kind":"pith_short_16","alias_value":"YR66FHGK3ZWD2Y3A","created_at":"2026-07-05T11:17:07.402791+00:00"},{"alias_kind":"pith_short_8","alias_value":"YR66FHGK","created_at":"2026-07-05T11:17:07.402791+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":1,"internal_anchor_count":1,"sample":[{"citing_arxiv_id":"2507.17188","citing_title":"LLM-Aided Joint Secrecy Precoding and Trajectory for RSMA-Based Heterogeneous UAV Networks","ref_index":15,"is_internal_anchor":true}]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/YR66FHGK3ZWD2Y3AUPBY65KYZP","json":"https://pith.science/pith/YR66FHGK3ZWD2Y3AUPBY65KYZP.json","graph_json":"https://pith.science/api/pith-number/YR66FHGK3ZWD2Y3AUPBY65KYZP/graph.json","events_json":"https://pith.science/api/pith-number/YR66FHGK3ZWD2Y3AUPBY65KYZP/events.json","paper":"https://pith.science/paper/YR66FHGK"},"agent_actions":{"view_html":"https://pith.science/pith/YR66FHGK3ZWD2Y3AUPBY65KYZP","download_json":"https://pith.science/pith/YR66FHGK3ZWD2Y3AUPBY65KYZP.json","view_paper":"https://pith.science/paper/YR66FHGK","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2506.05637&json=true","fetch_graph":"https://pith.science/api/pith-number/YR66FHGK3ZWD2Y3AUPBY65KYZP/graph.json","fetch_events":"https://pith.science/api/pith-number/YR66FHGK3ZWD2Y3AUPBY65KYZP/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/YR66FHGK3ZWD2Y3AUPBY65KYZP/action/timestamp_anchor","attest_storage":"https://pith.science/pith/YR66FHGK3ZWD2Y3AUPBY65KYZP/action/storage_attestation","attest_author":"https://pith.science/pith/YR66FHGK3ZWD2Y3AUPBY65KYZP/action/author_attestation","sign_citation":"https://pith.science/pith/YR66FHGK3ZWD2Y3AUPBY65KYZP/action/citation_signature","submit_replication":"https://pith.science/pith/YR66FHGK3ZWD2Y3AUPBY65KYZP/action/replication_record"}},"created_at":"2026-07-05T11:17:07.402791+00:00","updated_at":"2026-07-05T11:17:07.402791+00:00"}