{"as_of":"2026-08-10T23:27:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:1512f05cae433fc27af939c12b77eb7f85c9e193728a83acfdbea5dc929e4c81","coverage":[{"denominator":71,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":71,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-04T09:52:11.230134Z","state":"measured"},{"denominator":71,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":71,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-10T06:31:04.303077+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/2510.12996/citation-record","integrity":"/paper/2510.12996/integrity","json":"/paper/2510.12996/citation-record.json","paper":"/paper/2510.12996"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:04.345593Z","title":"Massive mimo systems for 5g and beyond networks—overview, recent trends, challenges, and future research direction,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:04.345593Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:b80278ef54b550e9db7d088d88db465b89923441bab957b43ccd44ee27aefa33","observation_id":"43866e23-3eb5-47d3-8f51-70c1073e5ac1","resolution":{"observed_at":"2026-08-04T09:52:04.345593Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:04.487759Z","title":null,"venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:04.487759Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:31cb6d93345f321366006272d7a33302c733351e19c7e6581f4e16bf4fb16c2b","observation_id":"4e797b59-0cee-4b8b-9b93-0ff9ed0e707a","resolution":{"observed_at":"2026-08-04T09:52:04.487759Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:04.596985Z","title":"Björnson, J","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:04.596985Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:f9fbce81e021add0865d1d637acfb1c118cff755454f78a426da8f0e951c4f9e","observation_id":"075a5a16-cf1c-4742-b4e2-e43c0f805606","resolution":{"observed_at":"2026-08-04T09:52:04.596985Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:04.763810Z","title":"Energy and spectral efficiency of very large multiuser mimo systems,","venue":null,"work_id":null,"year":2013},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:04.763810Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:e36efd1039b7c02a1f891bbfd069a112eb8677d839271f6c1694361309cd5fe3","observation_id":"a57fd1e7-66ae-4017-b2ba-72a4eb4243e2","resolution":{"observed_at":"2026-08-04T09:52:04.763810Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:04.894927Z","title":"Massive mimo has unlimited capacity,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:04.894927Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:5f4c02285ad8d47e3ed0f1c2c57a3d81e04243bd0a776b0b4c1fc1aa1cb162d8","observation_id":"443d5040-a7f2-42cc-b89a-b4ce1b30ff0d","resolution":{"observed_at":"2026-08-04T09:52:04.894927Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:05.068475Z","title":"Optimal design of energy-efficient multi-user mimo systems: Is massive mimo the answer?","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:05.068475Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:7a6f86bebdc8c52ab2ddb52b497ce5adb6ebf8a7b46d8b0188d5e22d93ac7a7e","observation_id":"01ed5f71-0be3-4d3a-ad0a-2fd7a9006673","resolution":{"observed_at":"2026-08-04T09:52:05.068475Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:05.210876Z","title":"Limited feedback beamforming over temporally-correlated channels,","venue":null,"work_id":null,"year":1959},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:05.210876Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:b84d4b54c28c185d888ab021d587f861f7ad49569570d1921519c9639752a2a5","observation_id":"27239769-95dc-48f5-ad49-4c3a07eb69f3","resolution":{"observed_at":"2026-08-04T09:52:05.210876Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:05.336070Z","title":"Pilot con- tamination and precoding in multi-cell tdd systems,","venue":null,"work_id":null,"year":2011},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:05.336070Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:d2287e1ef8f523569ec4bd9d4b3436d0296ab43add463e36cba6a00e06e8cc8c","observation_id":"a67133a8-d4a0-44c4-99f7-5d821e010563","resolution":{"observed_at":"2026-08-04T09:52:05.336070Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2004.13708","last_updated":"2021-02-23T14:43:10Z","snapshot_observed_at":"2026-07-06T09:15:59.937947Z","submitted_at":"2020-04-27T19:16:45Z","title":"Classical Option Pricing and Some Steps Further","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2004.13708","snapshot_observed_at":"2026-08-04T09:52:05.455790Z","title":"Capacity and performance of MIMO systems under the impact of feedback delay","venue":null,"work_id":null,"year":2004},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:05.455790Z"},"links":{"cited_paper":"/paper/2004.13708","citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:3e433d6f3d51aa292db6c7ea77c7250280eae23b736f9e93d55397ff50fc5664","observation_id":"df6e36ca-6121-4b4e-83eb-f56984d48a8f","resolution":{"observed_at":"2026-08-04T09:52:05.455790Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:05.508602Z","title":"Effects of channel aging in massive MIMO systems,","venue":null,"work_id":null,"year":2013},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:05.508602Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:0ba55017689515e88e7eba4bb9dc573bf7b6479a47f955afe33eb97a1a9cddab","observation_id":"33a8a5bc-5bd8-4b4b-912c-d800da3539a2","resolution":{"observed_at":"2026-08-04T09:52:05.508602Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:05.620369Z","title":"Estimating doubly-selective channels for hybrid mmwave massive mimo systems: A doubly-sparse approach,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:05.620369Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:3e6ba1f30745149ff2c6dc8df54e0a82834a4eef946102861aae71b37b94ffbc","observation_id":"9c97ae7c-6826-4ff6-b5c7-989d8e020357","resolution":{"observed_at":"2026-08-04T09:52:05.620369Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:05.760814Z","title":"Performance analysis of MIMO MRC systems with feedback delay and channel estimation error,","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:05.760814Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:7258d27ce329c86ef0fa59867d074b2ecdfabb1d5dc761b648508df1a8fcc0f0","observation_id":"82bbd0e9-5565-4770-bf13-c0207a8c145b","resolution":{"observed_at":"2026-08-04T09:52:05.760814Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:05.766047Z","title":"Deterministic channel modeling and long range prediction of fast fading mobile radio channels,","venue":null,"work_id":null,"year":1998},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:05.766047Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:5d4241c77ee92b7b7f2b7070fa84b94fd7575bf8d6bc1f6f51ab44775ddebb68","observation_id":"b481473d-12e3-43ee-8523-6a93b4fa7c4c","resolution":{"observed_at":"2026-08-04T09:52:05.766047Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:05.770984Z","title":"Short range wireless channel prediction using local information,","venue":null,"work_id":null,"year":2003},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:05.770984Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:628208b94b6f46af167a4b4c449f45e24c402c1cd9d7729fd107ee3d6694041f","observation_id":"86a04693-f329-469e-8ac7-1eb9fe8931be","resolution":{"observed_at":"2026-08-04T09:52:05.770984Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:05.884694Z","title":"Channel prediction in time-varying massive mimo environments,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:05.884694Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:dc2bf86bc6ae5412cf5829f711ef601312e11ecbeee77aed213d1ed863def17b","observation_id":"d8819131-2234-4ad1-bcd0-09e15a38a03c","resolution":{"observed_at":"2026-08-04T09:52:05.884694Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:06.004942Z","title":"Performance analysis of (tdd) massive mimo with kalman channel prediction,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:06.004942Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:70a89c2ed57ebef3d3c50803f148375771088c8b6de2be5801638bb88be29b0d","observation_id":"c444a85b-781f-4426-b737-18167e578afd","resolution":{"observed_at":"2026-08-04T09:52:06.004942Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:06.110202Z","title":"Massive MIMO Channel Prediction: Kalman Filtering vs. Machine Learning,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:06.110202Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:7b65124155ad84d8e3e5f839a935716354623920cba775eea47d98f4333b1fd6","observation_id":"42c3dbd7-7f46-4b57-929c-76e8855a9138","resolution":{"observed_at":"2026-08-04T09:52:06.110202Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:06.245283Z","title":"Addressing the curse of mobility in massive mimo with prony-based angular-delay domain channel predictions,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:06.245283Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:91427e03b167b237b7c020abf3694c73e3d268932fadfd21bb3fd92ee96a6c88","observation_id":"693ddd13-aac8-49a2-9b7d-dbf04539bef8","resolution":{"observed_at":"2026-08-04T09:52:06.245283Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.18196","last_updated":"2025-02-25T13:37:20Z","snapshot_observed_at":"2026-08-09T03:28:27.153249Z","submitted_at":"2025-02-25T13:37:20Z","title":"Machine Learning for Future Wireless Communications: Channel Prediction Perspectives","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.18196","snapshot_observed_at":"2026-08-04T09:52:06.363251Z","title":"Machine learning for future wireless communications: Channel prediction perspectives,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:06.363251Z"},"links":{"cited_paper":"/paper/2502.18196","citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:876de9371489f9d38447bf94d9dea402c443af4c24426fd6d394e3ae85e59180","observation_id":"566440eb-4c29-4fcb-a848-e678bdd8f47c","resolution":{"observed_at":"2026-08-04T09:52:06.363251Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2308.14020","last_updated":"2023-08-27T06:39:46Z","snapshot_observed_at":"2026-07-31T15:26:01.376486Z","submitted_at":"2023-08-27T06:39:46Z","title":"A Comparison of Neural Networks for Wireless Channel Prediction","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2308.14020","snapshot_observed_at":"2026-08-04T09:52:06.443807Z","title":"A comparison of neural networks for wireless channel prediction,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:06.443807Z"},"links":{"cited_paper":"/paper/2308.14020","citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:288dd263b7ffc920fa881c5fa24131d68db2e96e524f8c7bf662af9f19147d34","observation_id":"489a7276-ee74-49ae-a7d9-405fdc72fa0a","resolution":{"observed_at":"2026-08-04T09:52:06.443807Z","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":"10.1109/5.7152","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Simplification of MUSIC and ESPRIT by exploitation of cyclostationarity,","venue":"Proceedings of the IEEE","work_id":"05f1d0ec-ba9c-4776-97e9-d8cf2c28ff7a","year":1988},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:06.597335Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:e685f2ca2dd443255766d84d33d848bb74f83dcd62b070a86dd13eb163d23bc2","observation_id":"6b611516-8b23-49d2-a0d5-e71f022308c5","resolution":{"observed_at":"2026-08-04T09:53:26.066479Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2504.12571","last_updated":"2025-04-17T01:39:19Z","snapshot_observed_at":"2026-08-07T16:01:37.609555Z","submitted_at":"2025-04-17T01:39:19Z","title":"AI for CSI Prediction in 5G-Advanced and Beyond","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2504.12571","snapshot_observed_at":"2026-08-04T09:52:06.705949Z","title":"Ai for csi prediction in 5g-advanced and beyond,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:06.705949Z"},"links":{"cited_paper":"/paper/2504.12571","citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:3d66d5f5c6f07906a505e8e8e45bf2cee9c929ce841f4b7b54d62f3fd52b6661","observation_id":"4e955e62-3cb1-47ce-bccd-c741d8651908","resolution":{"observed_at":"2026-08-04T09:52:06.705949Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:06.841883Z","title":"Toward intelligent fading channel prediction: A compre- hensive survey,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:06.841883Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:3de0b59401711b31e06a2c35a4b0df85fe1208ff17168b0bb4f44fe399e4a737","observation_id":"40012245-94a6-40bd-92d2-d02624c3863f","resolution":{"observed_at":"2026-08-04T09:52:06.841883Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:06.915427Z","title":"Lstm-gru model-based channel prediction for one-bit massive mimo system,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:06.915427Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:cad678f872b4e929f4094b2c684676f0035ead4edd8ef99b0afba9de772f4800","observation_id":"77fd3a7b-cfd1-46e8-90db-77aecf75f678","resolution":{"observed_at":"2026-08-04T09:52:06.915427Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:06.984631Z","title":"CV-3DCNN: Complex-Valued Deep Learning for CSI Prediction in FDD Massive MIMO Systems,","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:06.984631Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:af5b7e7eda6d231932695491285c1cb040067d8ad3dd5def5be7cbfd6e84f644","observation_id":"4e1a3b58-ccd6-4ac9-8554-918ad58637dc","resolution":{"observed_at":"2026-08-04T09:52:06.984631Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:07.051971Z","title":"Deep UL2DL: Data-Driven Channel Knowledge transfer from uplink to Downlink,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:07.051971Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:080071ddb2d606ab4d79114b3d208a6c7b6f02186f60c6f069562232366d8286","observation_id":"d69f5bcc-e33e-4f81-8473-34e3c6a70468","resolution":{"observed_at":"2026-08-04T09:52:07.051971Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:07.127094Z","title":"Accurate channel prediction based on transformer: making mobility negligible,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:07.127094Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:3fb14eaaed1dd9b9eb9052c757d8aa9d1be085b1b304761555963fb3a2a9879d","observation_id":"8de2958d-a3d8-44d3-bbd1-028e4dc4210f","resolution":{"observed_at":"2026-08-04T09:52:07.127094Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:07.277182Z","title":"Spectral Temporal Graph neural network for massive MIMO CSI prediction,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:07.277182Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:0fb34523f9093d8148bb924896ee9b64e16e60aa287438f1d5c806330b317cf8","observation_id":"603d6bb0-18cf-4d6f-b2ef-cf8a20b16e16","resolution":{"observed_at":"2026-08-04T09:52:07.277182Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:07.340379Z","title":"LLM4CP: Adapting Large Language Models for channel Prediction,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:07.340379Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:e010baf153323807dbe100f1dd685f2413be967992279baee2c3070edb96a775","observation_id":"98a7e086-0d87-4d51-b9e4-e5f5042b9cd7","resolution":{"observed_at":"2026-08-04T09:52:07.340379Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:07.446227Z","title":"Mining limited data sufficiently: A bert-inspired approach for csi time series application in wireless communication and sensing,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:07.446227Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:06d44eb0a198364f47319117e42d545adeb314e93a894675de640ad3a84e3a4e","observation_id":"6ef5edf8-4945-461d-b4dd-5acf5f547e7b","resolution":{"observed_at":"2026-08-04T09:52:07.446227Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:07.525071Z","title":"Uplink perfor- mance of time-reversal mrc in massive mimo systems subject to phase noise,","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:07.525071Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:e95f74c3c90c9e35e3184067a50efc9bc8f49842ce1e03177635ada4f9462907","observation_id":"8aa0f0f0-5880-4935-a60f-7871e0e345f9","resolution":{"observed_at":"2026-08-04T09:52:07.525071Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:07.599632Z","title":"Effect of realistic oscillator phase noise on the performance of cell-free massive mimo systems,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:07.599632Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:21e29358d5a3c2e5caef80be1f19743af25d75488ed80ff3f1a382e4a2e91980","observation_id":"98a31698-bf76-46f1-841d-28878c506595","resolution":{"observed_at":"2026-08-04T09:52:07.599632Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:07.765173Z","title":"Performance evaluation of mimo systems in a mixture of gaussian noise and impulsive noise,","venue":null,"work_id":null,"year":2004},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:07.765173Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:bdef6ad358d2f1beb2d29aa2eb6a0786032bc4c5210ada6b5ebb76ce9c19888d","observation_id":"65b32827-5b55-4794-930b-976c79df8a49","resolution":{"observed_at":"2026-08-04T09:52:07.765173Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:07.836012Z","title":"Uplink channel estimation for massive mimo systems with impulsive noise,","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:07.836012Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:0d3b02110d20acddf7fa0f2bf4ccb58aed698dc46dd80764e88a1e45ee6d7657","observation_id":"91873117-9780-4a0d-9ee1-6ce996b1e016","resolution":{"observed_at":"2026-08-04T09:52:07.836012Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:07.930772Z","title":"Packet losses distributions in 5g networks for pmu-based monitoring systems,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:07.930772Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:92f37aac12eecc795b5a783dc16d8bb5f316fb7687b5267135f3b909420d479e","observation_id":"2205752f-f14f-483c-b411-9716951d2580","resolution":{"observed_at":"2026-08-04T09:52:07.930772Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.16964","last_updated":"2024-10-26T01:43:07Z","snapshot_observed_at":"2026-07-06T18:36:16.828338Z","submitted_at":"2024-06-22T03:33:38Z","title":"Are Language Models Actually Useful for Time Series Forecasting?","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.16964","snapshot_observed_at":"2026-08-04T09:52:08.011035Z","title":"Are language models actually useful for time series forecasting?","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:08.011035Z"},"links":{"cited_paper":"/paper/2406.16964","citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:8ff658a08b915180ff6d843bc03ef799d37cad90d512bbc986a08ff6e36ff885","observation_id":"c88e3080-3476-4eaa-ba19-a1650172815c","resolution":{"observed_at":"2026-08-04T09:52:08.011035Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:08.121154Z","title":"Construction and validation of analytical wireless MIMO channel models based on channel measurement data,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:08.121154Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:fdf570327cdc73f08b5789a905bf49ba2b2bc7bbf16f408b3eddd997b12e9168","observation_id":"d123fd5a-ad80-4156-951d-4e19b13f0dc5","resolution":{"observed_at":"2026-08-04T09:52:08.121154Z","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":"10.23919/jcc.2019.12.010","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Static CSI extraction and application in the tomographic channel model,","venue":"China Communications","work_id":"aadeddb4-03b5-4d47-8566-96587b5ee4e6","year":2019},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:08.229005Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:ccfc17a60406329bb3e20320659dd34f26616932af8a538a74290f510b1405a2","observation_id":"1f814a35-478b-4329-ad1d-4dfbd1cd7081","resolution":{"observed_at":"2026-08-04T09:53:25.834750Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+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":"2026-08-04T09:52:08.303316Z","title":"A geometry-based non-stationary MIMO channel model for vehicular communications,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:08.303316Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:4fef58955cd71907ce13a36605499d824299cd0c8f467d874eb8fc4e8b82c916","observation_id":"ae9a1c19-d74b-4c51-a048-a564c9d758f3","resolution":{"observed_at":"2026-08-04T09:52:08.303316Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:08.410392Z","title":"NR; Radio Resource Control (RRC); Protocol specification,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:08.410392Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:b069ee297a27bf9bc31d09c893d6310df20e4673a3d2688c353f66861809c821","observation_id":"b0022534-8c08-4777-a80b-888bf2e2d4b4","resolution":{"observed_at":"2026-08-04T09:52:08.410392Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:08.481083Z","title":"FDD-RT: A simple CSI acquisition technique via channel reciprocity for FDD massive MIMO downlink,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:08.481083Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:39446a4c30d5371ba03e525d476ba38a7416b0c32fd6d22832e4dc1b7d40ff00","observation_id":"2103f26a-dff8-4b13-9def-519011fea603","resolution":{"observed_at":"2026-08-04T09:52:08.481083Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:08.560529Z","title":"FDD Massive MIMO Channel Spatial Covariance Conversion Using Projection Methods","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:08.560529Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:e94a611f2291bbc08a589331bfc7f4d9037e399c2208dfca50fd80a5f5f18edb","observation_id":"e4b2965c-92e0-434b-b2b2-dc6622c71cc1","resolution":{"observed_at":"2026-08-04T09:52:08.560529Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:08.647903Z","title":"Complex cnn csi enhancer for integrated sensing and communications,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:08.647903Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:681317c2741cb16c107bfb494b4ebeee9509eb20ad6b84fbbe5b3a10223ba929","observation_id":"8b7ab3c8-d10b-4eb8-9128-086a2faa1139","resolution":{"observed_at":"2026-08-04T09:52:08.647903Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:08.720903Z","title":"Beyond a gaussian denoiser: Residual learning of deep cnn for image denoising,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:08.720903Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:d1919a746d71414b7fd5d7822d0705a0b951a71c511e6b270388437dca882a98","observation_id":"3189c426-5519-4da1-a707-c0f8ceaef085","resolution":{"observed_at":"2026-08-04T09:52:08.720903Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:08.850170Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:08.850170Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:08eb222edcde9618a9ed520be8d1ae22cd5bf4be60aa087ab1dee33ee3cba1d6","observation_id":"f68ed8ff-e94f-498b-9737-7764e2fdc5e3","resolution":{"observed_at":"2026-08-04T09:52:08.850170Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:08.941692Z","title":"Tse and P","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:08.941692Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:73d2b2ef6ca50bce0b305389a181e37e1fd82f643e587736f6b044a85016bbe1","observation_id":"e3591889-d9d5-474e-96c5-267aa9b9fff0","resolution":{"observed_at":"2026-08-04T09:52:08.941692Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:09.077459Z","title":"Multi-resolution csi feedback with deep learning inmassivemimo system,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:09.077459Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:47c5edc5268fc2c4d1122ca2254dd87c3d13ab1b000ea272c4bdbc55238fab70","observation_id":"9fcafc88-d688-4c0d-b14e-ccae057cf93f","resolution":{"observed_at":"2026-08-04T09:52:09.077459Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2208.11333","last_updated":"2023-02-03T06:06:00Z","snapshot_observed_at":"2026-07-06T13:44:52.332471Z","submitted_at":"2022-08-24T07:08:31Z","title":"Enhancing Deep Learning Performance of Massive MIMO CSI Feedback","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2208.11333","snapshot_observed_at":"2026-08-04T09:52:09.170264Z","title":"Enhancing deep learning performance of massive mimo csi feedback,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:09.170264Z"},"links":{"cited_paper":"/paper/2208.11333","citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:91e48a1c99e1ba9e6dd90f8befe36414c7735e2a4c88c7e66cda41fe1b021f7f","observation_id":"76929acb-eb45-4086-9224-93a29a5dca64","resolution":{"observed_at":"2026-08-04T09:52:09.170264Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.16929","last_updated":"2025-09-12T07:09:41Z","snapshot_observed_at":"2026-07-16T23:17:39.372122Z","submitted_at":"2024-06-13T06:02:15Z","title":"Modelling the 5G Energy Consumption using Real-world Data: Energy Fingerprint is All You Need","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.16929","snapshot_observed_at":"2026-08-04T09:52:09.242557Z","title":"Modelling the 5g energy consumption using real-world data: Energy fingerprint is all you need,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:09.242557Z"},"links":{"cited_paper":"/paper/2406.16929","citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:6e35fb7c4b982204eac9c69fca8f1fd3f9b87bd61a10989b00037074699f86b3","observation_id":"3c1fa808-eaad-4533-b1c8-0f944ed678b5","resolution":{"observed_at":"2026-08-04T09:52:09.242557Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:09.319800Z","title":"Shufflenet: An extremely efficient convolutional neural network for mobile devices,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:09.319800Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:2ad092cd734eb4b8254f957a0d2414bf323bac59e2ee0113a0c2111b2bc329e4","observation_id":"44c591da-e8a3-4224-9e2f-c8cfed3fcd23","resolution":{"observed_at":"2026-08-04T09:52:09.319800Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:09.389277Z","title":"Shufflenet v2: Practical guidelines for efficient cnn architecture design,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:09.389277Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:2041832b16a0541a990f668b941e7378998c94eae26c0ad5609f1f58b87c5d71","observation_id":"16eca3be-478f-4cbe-aeea-a58a4b805fe2","resolution":{"observed_at":"2026-08-04T09:52:09.389277Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:09.460134Z","title":"Attention is all you need,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:09.460134Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:7d651e6ea94f0b2e4690910f0e86bd8492bc434d348b279a38b772abadf6cdfe","observation_id":"6de04431-522c-4dd2-b096-eb897b5adc0b","resolution":{"observed_at":"2026-08-04T09:52:09.460134Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:09.579266Z","title":"Hoydis, S","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:09.579266Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:cc482748bab0d5dfbef20b09cd44cf4ccff796bc2c34858ad74892aff24511a3","observation_id":"290a35d6-a263-4baf-9ca8-e535d31f8318","resolution":{"observed_at":"2026-08-04T09:52:09.579266Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:09.668916Z","title":"NR; Physical channels and modulation (3GPP TS 38.211 version 15.3.0 Release 15),","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:09.668916Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:add62266a02d028cd3c88df4dc67849c18e2e0ff1b7996c2f20309a5ea99207b","observation_id":"5c695b0c-33ba-4206-ac9a-83420ddea8eb","resolution":{"observed_at":"2026-08-04T09:52:09.668916Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:09.764321Z","title":"Study on channel model for frequencies from 0.5 to 100 GHz (3GPP TR 38.901 version 16.1.0 Release 16),","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:09.764321Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:84f01027663a7976b262952c8fc8bedf3b5c140a183492bfe2997c73902fdecf","observation_id":"88a77bce-7d9b-4878-81fb-7f15ed3f7464","resolution":{"observed_at":"2026-08-04T09:52:09.764321Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:09.828739Z","title":"A spatially separable attention mechanism for massive mimo csi feedback,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:09.828739Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:52cae17a77313786aad3d997a9968ff252c5289b1932013c50a42108e3dce239","observation_id":"a7ab56dd-0789-4702-b17b-6ee239cbf910","resolution":{"observed_at":"2026-08-04T09:52:09.828739Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:09.915960Z","title":"Neural Network-Based Fading Channel Prediction: A Comprehensive Overview,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:09.915960Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:b3fae03aec6b12c87a8e61bdf9f225f78f076faf9687b4f954c23af7d8bb68df","observation_id":"a991ed00-c064-4c27-8efa-41e97af4c532","resolution":{"observed_at":"2026-08-04T09:52:09.915960Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:10.005092Z","title":"A comparison of Wireless Channel Predictors: Artificial Intelligence versus Kalman Filter","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:10.005092Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:7ced9890c57c5975834ae89dea56a668bab8e7117f657b08408a84b7b1b72324","observation_id":"491d6116-8db7-4d91-888a-bc638c6b0430","resolution":{"observed_at":"2026-08-04T09:52:10.005092Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:10.136067Z","title":"Optuna: A next-generation hyperparameter optimization framework,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:10.136067Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:d0e7259ed3deee14a2b44120d5aec80c17c4f60dabacdbdc890422fa384159af","observation_id":"32a54097-4234-4e8e-950b-88172a92c320","resolution":{"observed_at":"2026-08-04T09:52:10.136067Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:10.237198Z","title":"Enhancing reliability in ai-based csi prediction: A proxy-based performance monitoring approach,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:10.237198Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:8e739554c073c3b33ce7b9a2546292d4874f4574cde6e6b6311c78c46b5567fd","observation_id":"8b231ee5-9eab-4f0d-878c-03163639a660","resolution":{"observed_at":"2026-08-04T09:52:10.237198Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:10.299523Z","title":"Deep learning-based downlink channel prediction for fdd massive mimo system,","venue":null,"work_id":null,"year":1994},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:10.299523Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:466907e3f34300784a840dc8f2f4e3d195557309926cfca691783d1613c0d056","observation_id":"e589261d-405f-43a4-abcf-080ecd2b9c9d","resolution":{"observed_at":"2026-08-04T09:52:10.299523Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:10.368133Z","title":"Phase noise in modular millimeter wave massive MIMO,","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:10.368133Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:7eecefe232c1801d189b565c91cd025e12aa86bc3f5bb251083812a4461b3404","observation_id":"b9fd6f0a-3117-47f5-9f7f-7e6037c57088","resolution":{"observed_at":"2026-08-04T09:52:10.368133Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:10.543619Z","title":"Joint estimation of channel and oscillator phase noise in MIMO systems,","venue":null,"work_id":null,"year":2012},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:10.543619Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:84ad129176370ca690b603124b68eb74df27f354564b24e7fe6f94fefa6dbd7f","observation_id":"1b467e63-de7b-4263-bf22-f1fd93d92870","resolution":{"observed_at":"2026-08-04T09:52:10.543619Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:10.698507Z","title":"Communication in the presence of noise,","venue":null,"work_id":null,"year":1949},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:10.698507Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:0b5da84086a00c756c89f806d3ec531898bf8e6a911375080f97603a9c9cada0","observation_id":"beec9cf1-8a72-44db-a847-8d31a822a3f3","resolution":{"observed_at":"2026-08-04T09:52:10.698507Z","resolver_source":null,"status":"malformed_identifier"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:10.915894Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":69,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:10.915894Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:3bad9988a596cd1dcfb519ad76d75a52c601e96341e662f1ef2a5fe975fd3dbf","observation_id":"66302da0-0a72-4692-bdb8-f328ccdb2293","resolution":{"observed_at":"2026-08-04T09:52:10.915894Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:11.079890Z","title":"17b) is introduced to simulate sudden spike- like disturbances that may result from abrupt environmental changes or unexpected obstacles between the BS and UE [33,34]","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":70,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:11.079890Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:14909c46afb5da77c2c527889f077ae5f1355d7188516809aaf1e68105c08f8d","observation_id":"7ce3b59e-7b7a-42a7-8176-96c5d7850ca1","resolution":{"observed_at":"2026-08-04T09:52:11.079890Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:11.230134Z","title":"17c) refers to the random omission of CSI packets [35]","venue":null,"work_id":null,"year":2048},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":71,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:11.230134Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:382b39379a0858a7c2c42e898e1c23977efcb488356994b0a6f40941f15eb9bf","observation_id":"cf890ba4-a157-48bd-86ad-c0d5023afcb1","resolution":{"observed_at":"2026-08-04T09:52:11.230134Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:09.012348Z","title":"Available: https://doi.org/10.1017/cbo9780511807213","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":2005,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:09.012348Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:b8b0c0aa4400594af958ecf135c4df3123fdab26870cc4d5c8498bd7fea7662c","observation_id":"9332b8b9-39ab-498e-b868-a6fc7ce98759","resolution":{"observed_at":"2026-08-04T09:52:09.012348Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:06.133424Z","title":"Available: https://doi.org/10.1109/tcomm.2020.3027882","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":2021,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:06.133424Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:51e5defe3a55709b69ad0d1da74ebe20162e0e2fee85b5f0fbe525583fee11b7","observation_id":"9699f320-b350-44e4-a7c1-d0be9d2300e8","resolution":{"observed_at":"2026-08-04T09:52:06.133424Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:52:07.201000Z","title":"Available: https://doi.org/10.1109/jsac.2022.3191334","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":2022,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:07.201000Z"},"links":{"citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:7b58a68ab8e6d1f485a8ef9657562cd3145a27049bdf12ee23fd7be188c5fcf6","observation_id":"784f3b2b-5b36-4c1f-bf29-61ba75645209","resolution":{"observed_at":"2026-08-04T09:52:07.201000Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2405.04099","last_updated":"2025-03-14T20:29:36Z","snapshot_observed_at":"2026-08-05T09:51:46.213211Z","submitted_at":"2024-05-07T08:12:38Z","title":"Effect of Realistic Oscillator Phase Noise on the Performance of Cell-Free Massive MIMO Systems","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.04099","snapshot_observed_at":"2026-08-04T09:52:07.662928Z","title":"Available: https://arxiv.org/abs/2405.04099","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing","version":2},"reference_index":2025,"source":"pdf_text","source_observed_at":"2026-08-04T09:52:07.662928Z"},"links":{"cited_paper":"/paper/2405.04099","citing_paper":"/paper/2510.12996"},"observation_digest":"sha256:ee1fa2112c119aa433114a0ffe9ed70781a1afe183e3169ebc0fb2cca4505fe9","observation_id":"8cbd9489-f957-48e8-a31b-17af8c5e437f","resolution":{"observed_at":"2026-08-04T09:52:07.662928Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2510.12996","last_updated":"2026-03-23T21:04:23Z","latest_version":2,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-09T09:49:47.809553Z","submitted_at":"2025-10-14T21:19:52Z","title":"CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing"},"reference_resolution":{"displayed":71,"state_counts":{"malformed_identifier":1,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":68,"verified_exact":2,"verified_fuzzy":0},"total_outbound_references":71},"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":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"thesis":"As of 10 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 0 inbound Pith citation observations for arXiv:2510.12996."}