{"as_of":"2026-08-16T01:18:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:96c9ee134d6ce8cb5770af0de2640ea44b7d70e0b14bb6fb91b9810e9f356f76","coverage":[{"denominator":13,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":13,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-09T12:41:42.731945Z","state":"measured"},{"denominator":16,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":16,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-15T06:32:42.880941+00:00","state":"measured"},{"denominator":3,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":3,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-15T23:50:24.685480Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"arxiv_reference","source_observed_at":"2026-05-11T18:46:07.669125Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2502.02287","last_updated":"2025-02-04T12:56:59Z","snapshot_observed_at":"2026-08-12T15:09:16.957257Z","submitted_at":"2025-02-04T12:56:59Z","title":"Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.02287","snapshot_observed_at":"2026-08-15T23:50:24.685480Z","title":"Adaptive resource allocation optimiza- tion using large language models in dynamic wireless environments,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2505.03556","last_updated":"2025-05-06T14:09:29Z","snapshot_observed_at":"2026-08-15T23:46:30.763978Z","submitted_at":"2025-05-06T14:09:29Z","title":"A Comprehensive Survey of Large AI Models for Future Communications: Foundations, Applications and Challenges","version":1},"reference_index":145,"source":"pdf_text","source_observed_at":"2026-08-15T23:50:24.685480Z"},"links":{"cited_paper":"/paper/2502.02287","citing_paper":"/paper/2505.03556"},"observation_digest":"sha256:c7fe6c866368eb32098bb31f5cd97f8fb4a08e7663ff5d5fdb2d67a58384d67c","observation_id":"d0537c2d-8d6c-40e8-bb0c-5703d024b865","resolution":{"observed_at":"2026-08-15T23:50:24.685480Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.02287","last_updated":"2025-02-04T12:56:59Z","snapshot_observed_at":"2026-08-12T15:09:16.957257Z","submitted_at":"2025-02-04T12:56:59Z","title":"Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.02287","snapshot_observed_at":"2026-08-07T05:33:55.337256Z","title":"Adaptive Resource Alloca- tion Optimization Using Large Language Models in Dynamic Wireless Environments,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2506.07647","last_updated":"2025-06-09T11:12:02Z","snapshot_observed_at":"2026-08-14T08:58:39.832217Z","submitted_at":"2025-06-09T11:12:02Z","title":"Foundation Model Empowered Synesthesia of Machines (SoM): AI-native Intelligent Multi-Modal Sensing-Communication Integration","version":1},"reference_index":65,"source":"pdf_text","source_observed_at":"2026-08-07T05:33:55.337256Z"},"links":{"cited_paper":"/paper/2502.02287","citing_paper":"/paper/2506.07647"},"observation_digest":"sha256:1db208613d196abe1082791c732527177f424b7582ed4212f5caed2f2251e5b6","observation_id":"583729db-cef3-49a4-8a1f-a490cf52c61f","resolution":{"observed_at":"2026-08-07T05:33:55.337256Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.02287","last_updated":"2025-02-04T12:56:59Z","snapshot_observed_at":"2026-08-12T15:09:16.957257Z","submitted_at":"2025-02-04T12:56:59Z","title":"Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments","version":1},"cited_work":{"arxiv_id":"2502.02287","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2502.02287","snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Adaptive resource allocation optimization using large language models in dynamic wireless environ- ments","venue":null,"work_id":"d344fcb6-6ba1-4a74-ac7e-6c1d8a6c86aa","year":2025},"citing_paper":{"arxiv_id":"2604.21316","last_updated":"2026-04-23T06:19:46Z","snapshot_observed_at":"2026-08-16T00:25:57.431102Z","submitted_at":"2026-04-23T06:19:46Z","title":"LLM-Steered Power Allocation for Parallel QPSK-AWGN Channels","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-05-08T14:09:35.563352Z"},"links":{"cited_paper":"/paper/2502.02287","citing_paper":"/paper/2604.21316"},"observation_digest":"sha256:d015b07aa2206a76bf17ca6485c4ac1caddb4ec16a294da1a3c22992c76f95ab","observation_id":"957133a6-68d9-4d32-8c1a-34d7b01799ed","resolution":{"observed_at":"2026-05-11T18:46:07.678669Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2502.02287/citation-record","integrity":"/paper/2502.02287/integrity","json":"/paper/2502.02287/citation-record.json","paper":"/paper/2502.02287"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-09T12:41:42.933450Z","title":"Task-oriented communications for 6G: Vision, principles, and technologies,","venue":null,"work_id":"f1d2334a-1c89-4d21-a5ce-f1718b0da81f","year":2023},"citing_paper":{"arxiv_id":"2502.02287","last_updated":"2025-02-04T12:56:59Z","snapshot_observed_at":"2026-08-12T15:09:16.957257Z","submitted_at":"2025-02-04T12:56:59Z","title":"Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-09T12:41:42.676576Z"},"links":{"citing_paper":"/paper/2502.02287"},"observation_digest":"sha256:72dc278272398dbac2c82cbf5ad71fcd880ac163d40b353fad981d4d86215a59","observation_id":"74f30788-7565-42af-822e-5cfe92248ffc","resolution":{"observed_at":"2026-08-09T12:41:42.938178Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-09T12:41:42.919427Z","title":"Wireless networks design in the era of deep learning: model-based, AI-based, or both?","venue":null,"work_id":"367a787a-6485-459e-88da-8c303140ebe4","year":2019},"citing_paper":{"arxiv_id":"2502.02287","last_updated":"2025-02-04T12:56:59Z","snapshot_observed_at":"2026-08-12T15:09:16.957257Z","submitted_at":"2025-02-04T12:56:59Z","title":"Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-09T12:41:42.681584Z"},"links":{"citing_paper":"/paper/2502.02287"},"observation_digest":"sha256:71922714d9f0c488f5bf269bcf37c4254a68b50d9a0a72495ebf2665a0e39efa","observation_id":"6ec9b305-d295-4b58-8e42-3194d8b9193b","resolution":{"observed_at":"2026-08-09T12:41:42.924274Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-09T12:41:42.905261Z","title":"Controlled sparsity via constrained optimization or: How i learned to stop tuning penalties and love constraints,","venue":null,"work_id":"3638acb4-0eee-4b5d-bbcf-f432891caf9f","year":2022},"citing_paper":{"arxiv_id":"2502.02287","last_updated":"2025-02-04T12:56:59Z","snapshot_observed_at":"2026-08-12T15:09:16.957257Z","submitted_at":"2025-02-04T12:56:59Z","title":"Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-09T12:41:42.686290Z"},"links":{"citing_paper":"/paper/2502.02287"},"observation_digest":"sha256:5a77152f8345af7aa7c9e8b3c112481b7d4de6458db43608677c527d830c1696","observation_id":"2c149b41-8053-4d7d-8a22-a7310893c4fb","resolution":{"observed_at":"2026-08-09T12:41:42.909876Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-09T12:41:42.891087Z","title":"DC3: A learning method for optimization with hard constraints,","venue":null,"work_id":"f4f5a860-0cc5-4b56-9558-2a1fb3eb47b2","year":2021},"citing_paper":{"arxiv_id":"2502.02287","last_updated":"2025-02-04T12:56:59Z","snapshot_observed_at":"2026-08-12T15:09:16.957257Z","submitted_at":"2025-02-04T12:56:59Z","title":"Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-09T12:41:42.690945Z"},"links":{"citing_paper":"/paper/2502.02287"},"observation_digest":"sha256:37fdf1d48cb680d29d997dfc98b53335c46bcd0faaa4f4ed51528960d7ac3fd2","observation_id":"96169b3a-0633-4536-ab10-bf2276012a25","resolution":{"observed_at":"2026-08-09T12:41:42.895671Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-09T12:41:42.876888Z","title":"Task-oriented communications for nextG: End-to-end deep learning and ai security aspects,","venue":null,"work_id":"1f18c1cd-1e99-48f5-9133-130c9487c7af","year":2023},"citing_paper":{"arxiv_id":"2502.02287","last_updated":"2025-02-04T12:56:59Z","snapshot_observed_at":"2026-08-12T15:09:16.957257Z","submitted_at":"2025-02-04T12:56:59Z","title":"Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-09T12:41:42.696010Z"},"links":{"citing_paper":"/paper/2502.02287"},"observation_digest":"sha256:b2eb6b081f5ca535c2857df47804973b95ce274cc35ee4a8ea7348e8490c66d8","observation_id":"741ac754-fb10-4910-9630-f55b9f5c24bc","resolution":{"observed_at":"2026-08-09T12:41:42.881545Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-09T12:41:42.863843Z","title":"Beyond transmitting bits: Context, semantics, and task- oriented communications,","venue":null,"work_id":"4bcc33ae-aeda-4609-b05a-0f70ac2dc358","year":2023},"citing_paper":{"arxiv_id":"2502.02287","last_updated":"2025-02-04T12:56:59Z","snapshot_observed_at":"2026-08-12T15:09:16.957257Z","submitted_at":"2025-02-04T12:56:59Z","title":"Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-09T12:41:42.700499Z"},"links":{"citing_paper":"/paper/2502.02287"},"observation_digest":"sha256:cad2277d9b3937a508e169a5b9ea8a30beb79f48837791a70084c065c4955f7e","observation_id":"abc0b7cc-a4ea-4b09-870f-c55694a5892b","resolution":{"observed_at":"2026-08-09T12:41:42.868045Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-09T12:41:42.849381Z","title":"WirelessLLM: Empowering large language models towards wireless intelligence,","venue":null,"work_id":"ad3728c8-a85c-44a1-bad4-9d88cfb419a7","year":2024},"citing_paper":{"arxiv_id":"2502.02287","last_updated":"2025-02-04T12:56:59Z","snapshot_observed_at":"2026-08-12T15:09:16.957257Z","submitted_at":"2025-02-04T12:56:59Z","title":"Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-09T12:41:42.705568Z"},"links":{"citing_paper":"/paper/2502.02287"},"observation_digest":"sha256:5542f6dc5f55c6851fd93f61aed31768a1e36d7f2ce2dda72d3e77a4a97a6674","observation_id":"4954c0c3-14f4-4e73-88ca-296cc928d110","resolution":{"observed_at":"2026-08-09T12:41:42.853960Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2409.07964","last_updated":"2024-09-12T11:48:01Z","snapshot_observed_at":"2026-08-15T22:00:00.332225Z","submitted_at":"2024-09-12T11:48:01Z","title":"WirelessAgent: Large Language Model Agents for Intelligent Wireless Networks","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.07964","snapshot_observed_at":"2026-08-09T12:41:42.709862Z","title":"Wirelessagent: Large language model agents for intelligent wireless networks,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.02287","last_updated":"2025-02-04T12:56:59Z","snapshot_observed_at":"2026-08-12T15:09:16.957257Z","submitted_at":"2025-02-04T12:56:59Z","title":"Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-09T12:41:42.709862Z"},"links":{"cited_paper":"/paper/2409.07964","citing_paper":"/paper/2502.02287"},"observation_digest":"sha256:803bd9c9f47e2f9601c8c599e658e03fcad68c1ed030e32843daaf2a5f977021","observation_id":"c1b23fef-9cc3-471a-827b-99ef132b6879","resolution":{"observed_at":"2026-08-09T12:41:42.709862Z","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":"2026-08-09T12:41:42.835126Z","title":"Wireless LAN medium access control (MAC) and physical layer (PHY) specifications,","venue":null,"work_id":"76caa325-6abf-4ef0-9e87-dd7adda4ee85","year":2021},"citing_paper":{"arxiv_id":"2502.02287","last_updated":"2025-02-04T12:56:59Z","snapshot_observed_at":"2026-08-12T15:09:16.957257Z","submitted_at":"2025-02-04T12:56:59Z","title":"Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-09T12:41:42.714655Z"},"links":{"citing_paper":"/paper/2502.02287"},"observation_digest":"sha256:4f87358d1b7b613ee1dbb16346fbea8c21e7a88ad9bb2bf6375cd2671ba1ac06","observation_id":"0fa8652a-7109-4014-ab5b-210090c10de9","resolution":{"observed_at":"2026-08-09T12:41:42.839024Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-09T12:41:42.822032Z","title":"Large language models as optimizers,","venue":null,"work_id":"07cce25d-5b7c-452f-ab79-7d15166fe257","year":2024},"citing_paper":{"arxiv_id":"2502.02287","last_updated":"2025-02-04T12:56:59Z","snapshot_observed_at":"2026-08-12T15:09:16.957257Z","submitted_at":"2025-02-04T12:56:59Z","title":"Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-09T12:41:42.719112Z"},"links":{"citing_paper":"/paper/2502.02287"},"observation_digest":"sha256:b6eabdff13a1cc57ff5e4782085feece9afa553d3834cc3e4dd01c056d71db94","observation_id":"fa6e12dd-67ee-449b-bf7d-3ce6274bc904","resolution":{"observed_at":"2026-08-09T12:41:42.826419Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-09T12:41:42.807898Z","title":null,"venue":null,"work_id":"4129ddf5-8faa-4633-8996-83584c2c07a4","year":2014},"citing_paper":{"arxiv_id":"2502.02287","last_updated":"2025-02-04T12:56:59Z","snapshot_observed_at":"2026-08-12T15:09:16.957257Z","submitted_at":"2025-02-04T12:56:59Z","title":"Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-09T12:41:42.723448Z"},"links":{"citing_paper":"/paper/2502.02287"},"observation_digest":"sha256:f3039532a0512c14fc99241a2aab082f26f0a42e81fbb4603fa4de53279a3710","observation_id":"1cde1283-dff4-4080-86ca-8938fd2d2f97","resolution":{"observed_at":"2026-08-09T12:41:42.812210Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-09T12:41:42.793321Z","title":"Joint optimization on uplink OFDMA and MU-MIMO for IEEE 802.11ax: Deep hierarchical reinforcement learning approach,","venue":null,"work_id":"cbc092da-f957-4dae-a379-3df571cb9da8","year":2024},"citing_paper":{"arxiv_id":"2502.02287","last_updated":"2025-02-04T12:56:59Z","snapshot_observed_at":"2026-08-12T15:09:16.957257Z","submitted_at":"2025-02-04T12:56:59Z","title":"Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-09T12:41:42.727712Z"},"links":{"citing_paper":"/paper/2502.02287"},"observation_digest":"sha256:9f0e52751454c1d93bdb9d42d5abd6df661007baebbc856fbdd42636ffd784e1","observation_id":"63d4b52b-da8d-4980-8965-e690362a7f79","resolution":{"observed_at":"2026-08-09T12:41:42.798321Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-09T12:41:42.776857Z","title":"Alexander, An introduction to genetic algorithms for scientists and engineers","venue":null,"work_id":"9682277b-56c6-4556-bc98-7d8daada41a3","year":1999},"citing_paper":{"arxiv_id":"2502.02287","last_updated":"2025-02-04T12:56:59Z","snapshot_observed_at":"2026-08-12T15:09:16.957257Z","submitted_at":"2025-02-04T12:56:59Z","title":"Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-09T12:41:42.731945Z"},"links":{"citing_paper":"/paper/2502.02287"},"observation_digest":"sha256:96664ceb239a765b4f61e00d466529d1b30c1402f7ec60a73ca9b52d6664e9ca","observation_id":"765aa34a-05a2-4bf3-925b-cb45f8319fbf","resolution":{"observed_at":"2026-08-09T12:41:42.783243Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2502.02287","last_updated":"2025-02-04T12:56:59Z","latest_version":1,"primary_category":"eess.SY","snapshot_observed_at":"2026-08-12T15:09:16.957257Z","submitted_at":"2025-02-04T12:56:59Z","title":"Adaptive Resource Allocation Optimization Using Large Language Models in Dynamic Wireless Environments"},"reference_resolution":{"displayed":13,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":2,"verified_exact":0,"verified_fuzzy":11},"total_outbound_references":13},"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":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"thesis":"As of 16 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 3 inbound Pith citation observations for arXiv:2502.02287."}