{"as_of":"2026-08-12T16:27:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:31f8409964986cc09e254d6466aac9b05a63bf68619d57c5cc9b8d4bb232502d","coverage":[{"denominator":52,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":52,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-11T05:03:15.905074Z","state":"measured"},{"denominator":52,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":52,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-12T06:34:41.77262+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2412.18162/citation-record","integrity":"/paper/2412.18162/integrity","json":"/paper/2412.18162/citation-record.json","paper":"/paper/2412.18162"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T05:03:16.676009Z","title":null,"venue":null,"work_id":"7499a829-07eb-4850-b0ce-a45583668f87","year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.683398Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:3bcabcb8223ba18379be9075a0e4d08d8ec4a559c84a7ea56f5229ac8dad087b","observation_id":"04411320-7a3a-4872-8520-ace73447c7fe","resolution":{"observed_at":"2026-08-11T05:03:16.680380Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.662197Z","title":null,"venue":null,"work_id":"d9880b2b-06c3-426b-9802-85845a2e9e71","year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.688713Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:b324b9cdd5aa07e8507351c8c0b313f0696b3657ad244076738fdc8c4b4ebe76","observation_id":"803d9800-c102-4fa6-85bc-f6436d307248","resolution":{"observed_at":"2026-08-11T05:03:16.666666Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.648652Z","title":null,"venue":null,"work_id":"34991619-ecc2-46ab-9291-3c8b7c7bf50a","year":2022},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.693364Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:60e7761e80eb9db523830806dcfddd82f12cc104b77a61aea443e25841461a4d","observation_id":"da8c1e00-9845-4411-b41b-9207da6a66a7","resolution":{"observed_at":"2026-08-11T05:03:16.653039Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.634697Z","title":null,"venue":null,"work_id":"6d6df4ec-9a4e-4f05-8eea-cd54252fcb04","year":2021},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.698259Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:b8358ca07849c13a56a9188fa3128e8d8d72f1e739d09290390a2cad9d5b4d0d","observation_id":"61d708a1-61aa-4c1e-ace8-e4eb6a5e118a","resolution":{"observed_at":"2026-08-11T05:03:16.639057Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.620119Z","title":"Cheng, D","venue":null,"work_id":"c391a891-6836-4bdd-8fb6-3817d71a429c","year":2022},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.702874Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:37c4a9939bd39c4c29b0efe2132e73406f73800d650b2379604163d033e6bf9d","observation_id":"86ae9d75-c453-4f99-bdfd-3d0692d2002d","resolution":{"observed_at":"2026-08-11T05:03:16.624829Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.605709Z","title":null,"venue":null,"work_id":"6a9dac26-c2f1-4763-835b-9b328f578709","year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.707394Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:0973648537ff0286fd0e07dbc7556290b2a9359531d60a7803e5e2b4f3d472bf","observation_id":"82cf4e8d-d0ea-48d9-b40f-6a8cc368da71","resolution":{"observed_at":"2026-08-11T05:03:16.610424Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.591142Z","title":null,"venue":null,"work_id":"3313c01e-2b3c-46aa-8cb6-ca6c61876310","year":2022},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.712368Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:769350c79f5c8bd6fea5050ebd359f2f62ea6eefe2e0a945a6819e3cd41ee3bd","observation_id":"7d972ff9-07a3-4625-bf70-64d266e8b87d","resolution":{"observed_at":"2026-08-11T05:03:16.595965Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.576995Z","title":null,"venue":null,"work_id":"837a0023-6ac1-4391-bfe7-50177aee5394","year":2022},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.716701Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:6e6feb264aebbfc67f5287216af747c000db7be32ad312cf6f3b8ac2b601ba02","observation_id":"215dd0bf-8c3c-4895-a679-449dde6c02b8","resolution":{"observed_at":"2026-08-11T05:03:16.581508Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2311.05101","last_updated":"2023-11-13T07:26:14Z","snapshot_observed_at":"2026-07-06T16:44:59.350633Z","submitted_at":"2023-11-09T02:24:59Z","title":"Integrated Sensing and Communication for Network-Assisted Full-Duplex Cell-Free Distributed Massive MIMO Systems","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2311.05101","snapshot_observed_at":"2026-08-11T05:03:15.720526Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.720526Z"},"links":{"cited_paper":"/paper/2311.05101","citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:b1331bece8a6ee6d3a055e8ecc2919333687440c254df39c7de1c7562bdc1ce2","observation_id":"5b73201b-2f37-43f7-9c61-535f5f21cc44","resolution":{"observed_at":"2026-08-11T05:03:15.720526Z","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":"2026-08-11T05:03:16.562990Z","title":null,"venue":null,"work_id":"e2dc2632-831f-4b9c-8036-1fcaecf8e713","year":2022},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.724809Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:52961610897db2083f39b9129561acb8d64b5711f62e58faf433b50dbd965f21","observation_id":"5de5ca98-0604-4fb7-8938-650bae3725f7","resolution":{"observed_at":"2026-08-11T05:03:16.567352Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.549919Z","title":null,"venue":null,"work_id":"a2aac28f-8414-4683-9ef7-07c36e8fd62b","year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.728934Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:f20acac665cc5f9b4e8fbc237ec2c1e753d437212fa651ad9669c34dba2c7888","observation_id":"6649c2b5-7d48-4ab3-86e9-cf0315dcec33","resolution":{"observed_at":"2026-08-11T05:03:16.553932Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.536852Z","title":null,"venue":null,"work_id":"6ed69553-45b5-4cec-ae2a-98d446a50944","year":2021},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.733079Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:1af6b80c5e594791ed6aa044938302f525085aa8c8dae0fc870ba9e6ebcdeb8e","observation_id":"119da4da-51bb-48b7-a9d3-4e7ff1d28aff","resolution":{"observed_at":"2026-08-11T05:03:16.540902Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.523194Z","title":null,"venue":null,"work_id":"af4b24f3-f1bf-477e-925f-bd266cf4c8a0","year":2022},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.737062Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:4f2e466b19f63b5f7fc2a8c3abaf7469d69432866cae9021e569d5113d8cfe31","observation_id":"c2636a6c-a405-4b25-ba55-d3ae969220c5","resolution":{"observed_at":"2026-08-11T05:03:16.527204Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.509139Z","title":null,"venue":null,"work_id":"0e095f75-4428-466a-8fe9-f58e07b7c37e","year":2022},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.741053Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:ac0356529646bf44edb778d1d29e2cc87401e6507c9f32e351bc1047e126ab2a","observation_id":"d60aca57-1193-43fa-b7fd-c4850cbf9c68","resolution":{"observed_at":"2026-08-11T05:03:16.513526Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.495391Z","title":null,"venue":null,"work_id":"c6cba856-c7bd-4ff3-8ea2-e46dce95a1ec","year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.745267Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:a159235796e9ca80fdc929c9c4dc19953d35f8f1c6e56f41b081fff04e3196aa","observation_id":"e4b04c48-0e8d-486a-ada3-d23f6bd643b7","resolution":{"observed_at":"2026-08-11T05:03:16.499898Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.481544Z","title":"Zhong, J","venue":null,"work_id":"185645c6-0c3c-411d-9744-d5b262a81730","year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.749394Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:f6deb440c31eb65a665cb7dd0abc2fa5915fb9cf3b482a49b39ac83f254ce005","observation_id":"bd4c375e-765f-45c6-b1f9-3fdca2321afd","resolution":{"observed_at":"2026-08-11T05:03:16.485988Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.467568Z","title":"Demirhan, A","venue":null,"work_id":"a2141880-ee61-469f-854e-6612acffdc03","year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.753750Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:4d87d951d48b84378c545549df81afb7e3cebfec57de8a9c1b2f037a833e4739","observation_id":"48d2df2e-303e-4c5f-83df-de023539933f","resolution":{"observed_at":"2026-08-11T05:03:16.472098Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2308.09090","last_updated":"2023-08-17T16:39:17Z","snapshot_observed_at":"2026-08-03T04:16:28.456683Z","submitted_at":"2023-08-17T16:39:17Z","title":"Data-driven Integrated Sensing and Communication: Recent Advances, Challenges, and Future Prospects","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2308.09090","snapshot_observed_at":"2026-08-11T05:03:15.758185Z","title":"Salem, M","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.758185Z"},"links":{"cited_paper":"/paper/2308.09090","citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:aaaae66348e762a4e72ecdf0658ac64317e7b5258746b98fdb8658ecbb7c89d2","observation_id":"b270ab1d-0b9e-4860-8291-603ee6f4d4ee","resolution":{"observed_at":"2026-08-11T05:03:15.758185Z","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":"2026-08-11T05:03:16.453546Z","title":null,"venue":null,"work_id":"e6188699-ae09-4aff-9197-497ba229c4a6","year":2022},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.762992Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:9fa25df3fb70a583a017ea01536c78e8ad793289728a984e95b54f72a980055b","observation_id":"b57735d7-70ac-44e6-93bf-bcd43fd4edcf","resolution":{"observed_at":"2026-08-11T05:03:16.458274Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.439245Z","title":null,"venue":null,"work_id":"b12cd4a3-3292-4cba-a36b-81ee8ae7e62e","year":2022},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.767218Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:fc458e424e31f8acb2a8a305e03211997bcc96f815758998b0ca9e9eb7c9634d","observation_id":"95d4804e-8c58-4bf5-8221-4738cc513ee2","resolution":{"observed_at":"2026-08-11T05:03:16.444072Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.425151Z","title":null,"venue":null,"work_id":"3fe65e5b-3a01-4987-bfc1-86562e2496ea","year":2021},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.771732Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:60fe31d3fbbad569628a1e966e5aae82afa977277a2211062b3b8e2c04b7e7ff","observation_id":"3a7825dd-3138-44fb-929d-921f53115620","resolution":{"observed_at":"2026-08-11T05:03:16.429771Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.410902Z","title":null,"venue":null,"work_id":"46ccd33e-e902-4efa-85d1-c36b85497b58","year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.776128Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:6656434d07af644df29575f701bc60adae5711958b1ffd6421d004783e07f373","observation_id":"087c7afa-cd6e-4436-af77-f96e2437cb7a","resolution":{"observed_at":"2026-08-11T05:03:16.415407Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.396807Z","title":"Elhoushy, M","venue":null,"work_id":"37230fbc-3350-4908-9119-491e7f5bcc38","year":2021},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.780543Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:744c081dc7f2426b72dd55ce259a0d4249ea625867f985f8cb653c0d57695ac9","observation_id":"7ba0a085-bb13-4af1-ad6b-05192302e1dd","resolution":{"observed_at":"2026-08-11T05:03:16.401467Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.382941Z","title":"Nayebi, A","venue":null,"work_id":"15eab9fa-5bf2-4f77-9fed-dfc645e1d0b6","year":2017},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.784873Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:ea58989422d8993877dc823383615ffe067b237633661b29957f6d74b5d98cfa","observation_id":"e7dcd2bc-6e4b-42d5-8cba-6bb7a645f725","resolution":{"observed_at":"2026-08-11T05:03:16.387510Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.369873Z","title":"Bj¨ ornson, L","venue":null,"work_id":"9ec51f7b-db2d-493c-8239-eb2b71372023","year":2019},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.789296Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:fcf96da55ed7c0e37b0c6831227d2cc2a55ca8e5f47415f927a17d59e1ac2e79","observation_id":"2f38721f-8d8f-4a79-a49f-059e1a688062","resolution":{"observed_at":"2026-08-11T05:03:16.374049Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.356775Z","title":null,"venue":null,"work_id":"ca438c3d-3200-4826-a5e2-e9326732945c","year":2017},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.793599Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:185d2258a8ebe4ece8915a99c562cb90c509353507425a5ff0ddd20b7ffd9551","observation_id":"b8dbdca3-d5b3-4b8c-9aaf-50c9d7e9f55f","resolution":{"observed_at":"2026-08-11T05:03:16.360964Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.343287Z","title":null,"venue":null,"work_id":"9969aad6-8f5f-492e-8270-2cc91d3fb6ef","year":2020},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.798030Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:01b967890988731d869bf7f2098def744fafbf157578a08b1384e7ada7c07627","observation_id":"456a2d40-a3a9-46cd-91a1-c3aa3cbf087e","resolution":{"observed_at":"2026-08-11T05:03:16.347445Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2301.11328","last_updated":"2024-02-23T10:06:53Z","snapshot_observed_at":"2026-08-04T02:36:42.112735Z","submitted_at":"2023-01-26T18:59:15Z","title":"Cell-Free ISAC MIMO Systems: Joint Sensing and Communication Beamforming","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2301.11328","snapshot_observed_at":"2026-08-11T05:03:15.802401Z","title":"Demirhan, A","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.802401Z"},"links":{"cited_paper":"/paper/2301.11328","citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:fa24634f86c1eba69c24b8502e9044b018a3a9e43532f89574c9eeb9e7a1b78e","observation_id":"03b3d94b-f4de-4463-b567-b1bde14c98bf","resolution":{"observed_at":"2026-08-11T05:03:15.802401Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.10800","last_updated":"2024-01-06T09:26:21Z","snapshot_observed_at":"2026-08-10T05:31:57.372102Z","submitted_at":"2023-05-18T08:27:51Z","title":"Cooperative Cell-Free ISAC Networks: Joint BS Mode Selection and Beamforming Design","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.10800","snapshot_observed_at":"2026-08-11T05:03:15.807126Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.807126Z"},"links":{"cited_paper":"/paper/2305.10800","citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:0ef8249c5ca2c930ada86c28b9771e5fa44a5e7a48d2cb3b9de9c4583ac36c1c","observation_id":"38afeba4-66e5-44c0-a328-21572c7fd836","resolution":{"observed_at":"2026-08-11T05:03:15.807126Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.12523","last_updated":"2024-03-27T13:53:55Z","snapshot_observed_at":"2026-07-31T13:34:39.756810Z","submitted_at":"2023-05-21T17:50:32Z","title":"Multi-Static Target Detection and Power Allocation for Integrated Sensing and Communication in Cell-Free Massive MIMO","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.12523","snapshot_observed_at":"2026-08-11T05:03:15.811869Z","title":"Behdad, ¨O","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.811869Z"},"links":{"cited_paper":"/paper/2305.12523","citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:12f070a4939955cbe06491a6307db11af91b3e4cb9793ba140c2b5a1c9e204be","observation_id":"7f084b34-49c3-4faf-acf8-e7d71b548a45","resolution":{"observed_at":"2026-08-11T05:03:15.811869Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2307.16259","last_updated":"2023-07-30T15:43:32Z","snapshot_observed_at":"2026-08-02T11:27:37.739322Z","submitted_at":"2023-07-30T15:43:32Z","title":"Communication-Sensing Region for Cell-Free Massive MIMO ISAC Systems","version":1},"cited_work":{"arxiv_id":"2307.16259","doi":null,"metadata_source":"pith","pith_arxiv_id":"2307.16259","snapshot_observed_at":"2026-08-11T05:03:15.980557Z","title":"Communication-Sensing Region for Cell-Free Massive MIMO ISAC Systems","venue":"cs.IT","work_id":"47e9fac6-40ff-4563-aee1-7660a25d7c7c","year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.816551Z"},"links":{"cited_paper":"/paper/2307.16259","citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:4fc959cfd83cd5a5df07c0dfa7ce72b603553767fda055bf7a88e8f2bf5b2b28","observation_id":"c708c962-0480-4882-adb3-45ae4f56a7e0","resolution":{"observed_at":"2026-08-11T05:03:15.985792Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2310.09032","last_updated":"2023-10-13T11:49:45Z","snapshot_observed_at":"2026-07-06T16:32:27.303662Z","submitted_at":"2023-10-13T11:49:45Z","title":"Cell-Free Massive MIMO for ISAC: Access Point Operation Mode Selection and Power Control","version":1},"cited_work":{"arxiv_id":"2310.09032","doi":null,"metadata_source":"pith","pith_arxiv_id":"2310.09032","snapshot_observed_at":"2026-08-11T05:03:15.957191Z","title":"Cell-Free Massive MIMO for ISAC: Access Point Operation Mode Selection and Power Control","venue":"cs.IT","work_id":"e4560378-7391-41ef-aae0-12eed8f68902","year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.821476Z"},"links":{"cited_paper":"/paper/2310.09032","citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:bac38dcde44abea64b6ac563892c1b7641d55a3ed1c321ce9f3a9031965cd20f","observation_id":"5e9b4e3a-9a85-43f9-baec-7603429ed159","resolution":{"observed_at":"2026-08-11T05:03:15.964128Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.328146Z","title":"Cao, Q.-Y","venue":null,"work_id":"7f90118e-1770-4e9c-ad69-94bdecc8710f","year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.826068Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:5e291c44b512a548a7e7bc90390bcb26354f7b26088bcc8414952edb1e87bb1b","observation_id":"6df018b2-82bf-4bc3-819a-27de5428f886","resolution":{"observed_at":"2026-08-11T05:03:16.332878Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.314192Z","title":null,"venue":null,"work_id":"13a4231c-4969-4a08-82a4-ca1128ec8cfc","year":2022},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.830356Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:8832851d3dac3934ca08cb0adb2b36611cd8360f4c1a91c723b71a442d3ffc6f","observation_id":"539d74d9-84bc-4cda-9c99-1c6e72fc0ca8","resolution":{"observed_at":"2026-08-11T05:03:16.318660Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.300072Z","title":"Zhao, Power allocation in cell-free massive MIMO: Using deep learn- ing methods, Ph.D","venue":null,"work_id":"521f44a1-c2b7-4416-96ac-2f63d0a80978","year":2022},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.834778Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:85a5c15adc958b097517310b8d22488fc3570fb6bc6be1919b47bfb5aa58f76c","observation_id":"d4d8c3dd-8c58-41be-b348-e4c463d2bfd0","resolution":{"observed_at":"2026-08-11T05:03:16.304841Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.285650Z","title":"Zaher, ¨O","venue":null,"work_id":"fc0a87f4-8cb4-42d3-b993-81e35dbe5cc1","year":2022},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.839353Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:c72e06d26b8a9612944a1bc4998cc0db18f163b28f0080d48376b3d9010c1cef","observation_id":"4ba96004-fd4e-4bb6-9a56-e1f0af3b313a","resolution":{"observed_at":"2026-08-11T05:03:16.290401Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.271726Z","title":"Nikbakht, A","venue":null,"work_id":"1f96da86-3ed8-4b45-8bc9-0614efeb0295","year":2019},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.843716Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:f8020782b309d99a3f8c2f3c178535e1bb6e87654015dcba7c18a74e1b2f06eb","observation_id":"72802a15-c22a-4431-9f45-96cc633feedf","resolution":{"observed_at":"2026-08-11T05:03:16.276129Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.257565Z","title":"Hojatian, J","venue":null,"work_id":"cb62d52a-9b07-41cd-84d9-8015724b24fa","year":2022},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.847948Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:4c21af17b29672e0008e6f3a65dc0e97d30b05148658b34e1be59222680d5aa1","observation_id":"8da2e08d-0d42-4d2c-8555-7df543284a0c","resolution":{"observed_at":"2026-08-11T05:03:16.262415Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.243363Z","title":"Zhang, J","venue":null,"work_id":"24ee84f1-3954-4980-b5c2-bb4fb70f0e96","year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.851689Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:b1d79f2915ff35e102813b2a9c6374b78a2eb95dc7c91d0d6705c3b01c7f2b47","observation_id":"3d4451af-476d-4841-8a02-f8f3097e7c37","resolution":{"observed_at":"2026-08-11T05:03:16.247993Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.229361Z","title":"Rajapaksha, K","venue":null,"work_id":"50ed4be3-380d-4857-9bf4-5179ada55ec2","year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.855347Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:b708edeaf1d1f18338f43a6606f36492681aaec55fffeb72a1782feea66bcc23","observation_id":"dba6faf5-4cdd-4572-b858-211f49e2ec51","resolution":{"observed_at":"2026-08-11T05:03:16.233925Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.214550Z","title":"Rajapaksha, K","venue":null,"work_id":"4d73172b-a441-460c-ab54-088ed8572ae4","year":2021},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.859099Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:971dcb2f9535f803c60681d38fc44d242f3f02365ac55cc990025fc80f51d3ee","observation_id":"59fe1e5c-2555-48dc-912c-d563a5fed3c6","resolution":{"observed_at":"2026-08-11T05:03:16.219192Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.199821Z","title":"Zhang, J","venue":null,"work_id":"092c54ea-5b5c-4ebe-aca9-43f9820fb1e3","year":2021},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.863196Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:27f9748e3d6fbba315bca3339ad842e387cc1d71b213828711501af2bbbca862","observation_id":"b2fbc279-e82c-4972-bbff-532139c836e7","resolution":{"observed_at":"2026-08-11T05:03:16.204441Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.186172Z","title":null,"venue":null,"work_id":"dcced922-39c7-403f-8454-47f458102970","year":2022},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.867191Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:46fa41ad1e8a753051ad459b151e87e45943a292d502b8811f5da593bc86f55e","observation_id":"108dafa3-fd7a-4e49-9698-373ac8f02adc","resolution":{"observed_at":"2026-08-11T05:03:16.190394Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2102.09480","last_updated":"2021-02-18T17:02:57Z","snapshot_observed_at":"2026-07-06T10:42:35.311302Z","submitted_at":"2021-02-18T17:02:57Z","title":"Unbiased Teacher for Semi-Supervised Object Detection","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2102.09480","snapshot_observed_at":"2026-08-11T05:03:15.871385Z","title":"Liu, C.-Y","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.871385Z"},"links":{"cited_paper":"/paper/2102.09480","citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:9e8cbe3931d6beed243485c977b8e090434e25bfd7e80d4c03f8d9574710ea21","observation_id":"f052219c-b181-4432-9ff3-66f98164e7b2","resolution":{"observed_at":"2026-08-11T05:03:15.871385Z","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":"2026-08-11T05:03:16.172486Z","title":"Vandeghen, A","venue":null,"work_id":"852ff58c-ce0c-4074-9c76-3f70e59d4b71","year":2022},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.875338Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:1a0265ca160bab6018cf35e30a150678d7d4904ff819fe113fa451fd93d9083c","observation_id":"7262d627-4a2f-41d1-8f62-727140c58a8e","resolution":{"observed_at":"2026-08-11T05:03:16.176469Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.158846Z","title":null,"venue":null,"work_id":"727ad60e-ad46-412f-bd97-e908acebe795","year":2021},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.879091Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:120f6cbd264ac6edc2afcb6c71c7d3697aee96b89d21ae33473f101d6d986be6","observation_id":"0a3394e5-0540-46e7-9568-0116d4f30635","resolution":{"observed_at":"2026-08-11T05:03:16.163009Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.143772Z","title":null,"venue":null,"work_id":"3203cb5c-eed8-4550-a30c-0ef1b7806759","year":2021},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.883078Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:6e836ec97587da91e308466ce25e5ecd701ad66ee8b2f45455e4719beac54564","observation_id":"86f01c1f-bee7-48dc-8b0d-4a9fa635f247","resolution":{"observed_at":"2026-08-11T05:03:16.148628Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.128095Z","title":"Amadid, M","venue":null,"work_id":"d47e5001-7fe7-4a73-9758-cf45e6eacdda","year":2022},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.887482Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:05abfdd18bf01e919e60cc0f27b7083933ea75cde5415aad3540df9dc4aba4a5","observation_id":"32f0e715-1f11-482f-8e56-cc6f6bd7095c","resolution":{"observed_at":"2026-08-11T05:03:16.132771Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.113886Z","title":"Ronneberger, P","venue":null,"work_id":"8c81111f-08a3-4c13-84b2-9085cef2281c","year":2015},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.891882Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:38cedb14001c3737353cedec31a5bbc5abf25a926b04b2984b3993838ce56428","observation_id":"f75dbdd3-8128-431d-a50d-3c76c4f0cc22","resolution":{"observed_at":"2026-08-11T05:03:16.118324Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.099255Z","title":null,"venue":null,"work_id":"69a24e08-55ce-4fdb-ac78-e2699adeb99b","year":2022},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.896016Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:872aea0848818c4a5bd3d6f1b704df1ed264b672c03e48014b947a6e4245895a","observation_id":"f9038c51-e4d7-4045-b925-6ea3b623dd82","resolution":{"observed_at":"2026-08-11T05:03:16.103685Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.084150Z","title":null,"venue":null,"work_id":"20fbaa2b-72ea-4a61-b7d8-c37e075f83f2","year":2023},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.900303Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:1e8e6a77cca664f900ded8a0656cca499c20d901aeef4ceb9e61830b63d045f0","observation_id":"0bd7f64f-6165-4f62-86b1-57c31535f07b","resolution":{"observed_at":"2026-08-11T05:03:16.088861Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+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":"2026-08-11T05:03:16.069757Z","title":null,"venue":null,"work_id":"925e375d-5bd1-4693-9794-f2777d800518","year":2021},"citing_paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-11T05:03:15.905074Z"},"links":{"citing_paper":"/paper/2412.18162"},"observation_digest":"sha256:0bc9eafb052ec11ad13be479d87d231272acf2e8b8c1319397f025e1f85b97f7","observation_id":"bdd889af-05cb-495b-93b8-034651426f9f","resolution":{"observed_at":"2026-08-11T05:03:16.074223Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2412.18162","last_updated":"2024-12-24T04:47:14Z","latest_version":1,"primary_category":"eess.SP","snapshot_observed_at":"2026-08-11T04:56:36.753701Z","submitted_at":"2024-12-24T04:47:14Z","title":"Unsupervised Learning Approach for Beamforming in Cell-Free Integrated Sensing and Communication"},"reference_resolution":{"displayed":52,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":32,"verified_exact":2,"verified_fuzzy":18},"total_outbound_references":52},"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":"2026-08-12T06:34:41.77262+00:00","source":"crossref"},{"observed_at":"2026-08-12T06:34:36.333875+00:00","source":"retraction_watch"}],"thesis":"As of 12 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2412.18162."}