{"as_of":"2026-08-09T14:34:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:69e7e7598bd9a317c3fa4e5b3f23147c71ed133956c9593c94d9963b4edb6efa","coverage":[{"denominator":37,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":37,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T10:43:37.892409Z","state":"measured"},{"denominator":37,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":37,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+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/2506.04594/citation-record","integrity":"/paper/2506.04594/integrity","json":"/paper/2506.04594/citation-record.json","paper":"/paper/2506.04594"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:43.597667Z","title":"Dynamic channel allocation via bandit learning for WiFi 7 networks with multi-link operation,","venue":null,"work_id":"a60b1c53-ca6e-4b9d-9ec5-64c0f4488ed2","year":2025},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:34.836819Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:7d4724bc460588481d55d722b77fc35984a7db772b886055ff1a418ee3c4fc08","observation_id":"0797c69d-9de6-4496-aced-dc1c20e8a1d1","resolution":{"observed_at":"2026-08-07T10:43:43.652400Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:43.424040Z","title":"IEEE 802.11 wireless local area networks,","venue":null,"work_id":"29f91f5b-f73e-4225-8e81-8dfd1144c7e6","year":1997},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:34.898524Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:5738e4c8b16147dd62d99033f8bc81b1e0b99e37513045367f6647dc81698944","observation_id":"c9c55426-bd4b-4925-9d7b-71667986ded1","resolution":{"observed_at":"2026-08-07T10:43:43.498785Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:43.201710Z","title":"IEEE 802.11 be Wi-Fi 7: New challenges and opportunities,","venue":null,"work_id":"85da4fd5-b23d-4c3b-8bc5-0095b41b48d4","year":2020},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:34.999034Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:69ac8c96a8fed844fbf0fd345d49374b378446ae005ccab5bfb331966249dcc4","observation_id":"e94e2c9d-6fc1-4206-8b13-64615bea3b83","resolution":{"observed_at":"2026-08-07T10:43:43.310872Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:43.026538Z","title":"Overview and performance evaluation of Wi-Fi 7,","venue":null,"work_id":"30dcff9f-4f03-4672-b9be-c148bb8c6b5b","year":2022},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:35.103326Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:82d9a49c968dbeb76ae94eea6600b8e482cc1876775fcfc4d38de31846351f46","observation_id":"631ecdd3-9446-4c63-a23a-cbad3e39b78b","resolution":{"observed_at":"2026-08-07T10:43:43.117585Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:42.881519Z","title":"Wi-Fi multi-link operation: An experimental study of latency and throughput,","venue":null,"work_id":"b84dffae-666b-4cd0-884d-e30f8cf0bf04","year":2023},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:35.175866Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:e0dd0b9c125d7931f77300ab298cab15177c32133db914124054cf3340672813","observation_id":"d6065db6-b496-49de-99b9-977255a3ed49","resolution":{"observed_at":"2026-08-07T10:43:42.937271Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:42.709975Z","title":"The impact of channel bonding on 802.11 n network management,","venue":null,"work_id":"48434586-3388-4a5a-8de5-2a9b666271eb","year":2011},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:35.250577Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:22467a01858028028a54312a951f3688205e4cd816118f5a929de2fe0b770e20","observation_id":"3be20a05-9368-4fa1-a387-aa44bc873bac","resolution":{"observed_at":"2026-08-07T10:43:42.785434Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:42.559353Z","title":"Where to aggregate?: a comparative study of aggregation strategies in multi-radio system,","venue":null,"work_id":"81929edc-451f-4510-b202-0cf928e6b379","year":2013},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:35.347748Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:cb3c1e203ca1b113a380a81ae07e1495179861bfc18b8cf273d5dfe45e6d1237","observation_id":"63288cc8-cc16-4c12-be97-f956024e2fd7","resolution":{"observed_at":"2026-08-07T10:43:42.637713Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:42.351689Z","title":"Multi-link operation in IEEE 802.11 be WLANs,","venue":null,"work_id":"3480d486-2799-4e1b-bab0-2d4322d6b524","year":2022},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:35.429972Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:29a9205d79415745f93b4dc88036f25743e404fa33062a6050bef48800691eb2","observation_id":"724f5a01-76ba-4234-b2fe-4c07cbd60647","resolution":{"observed_at":"2026-08-07T10:43:42.476754Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:42.205096Z","title":"Delay analysis of IEEE 802.11 be multi-link operation under finite load,","venue":null,"work_id":"cddaff3d-dce3-42e9-91e0-07937b326b7c","year":2023},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:35.517685Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:78f36f99f85adb3c5186a6cafb28184a308b37a90f26552061fcd2b4125bf966","observation_id":"1816d205-1504-4521-bac1-2c12d04d6ee7","resolution":{"observed_at":"2026-08-07T10:43:42.270517Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:42.058687Z","title":"IEEE 802.11 be network throughput optimization with multi-link operation and AP controller,","venue":null,"work_id":"79f191d1-ebb9-4759-9cb9-29270b50d11f","year":2024},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:35.598770Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:95a384ff7a4ace590024f6024dacfc1e34eefad1a682029cd0227fb0870357c6","observation_id":"cd999c02-bc34-4475-8ac6-6d17e655f4e2","resolution":{"observed_at":"2026-08-07T10:43:42.124316Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:41.896196Z","title":"A distributed CSMA algorithm for throughput and utility maximization in wireless networks,","venue":null,"work_id":"e6f4be73-94fb-4911-bd57-65e71ed0cdd0","year":2009},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:35.667267Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:b73be5b87596d34cd2af58befe9eca2a506901b339b0672ae6ea769817da8174","observation_id":"8c491005-540b-461d-8cc9-4214ad6f2bd4","resolution":{"observed_at":"2026-08-07T10:43:41.976330Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:41.726244Z","title":"Regret analysis of stochastic and nonstochastic multi-armed bandit problems,","venue":null,"work_id":"044dd852-307b-4f01-8c64-390e64c8a2fa","year":2012},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:35.744263Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:d169c4a044e4ba10e9be5ad4ae24f3884a41cd568dec45f44e45b2f2e3c98b92","observation_id":"e58b786f-9c61-4781-8a9c-8655e761778c","resolution":{"observed_at":"2026-08-07T10:43:41.794047Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:41.566982Z","title":"Wirelessllm: Empowering large language models towards wireless intelligence,","venue":null,"work_id":"8bfd7345-697d-4504-9e4e-3f98d507ccf3","year":2024},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:35.861689Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:e1901bf889bf1f647709fabfc23580df137776f7cc16202052f2f1434379f5fa","observation_id":"6d65e0b9-feab-423a-9361-95443cfd504c","resolution":{"observed_at":"2026-08-07T10:43:41.643964Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2301.00234","last_updated":"2024-10-05T11:47:02Z","snapshot_observed_at":"2026-07-06T14:36:25.690733Z","submitted_at":"2022-12-31T15:57:09Z","title":"A Survey on In-context Learning","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2301.00234","snapshot_observed_at":"2026-08-07T10:43:35.943462Z","title":"A survey on in-context learning,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:35.943462Z"},"links":{"cited_paper":"/paper/2301.00234","citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:c9cdc291c2f3a3b855407eccaa83bf8d4b02c7eedb936604733feb0b20f3b37d","observation_id":"9a898cae-2f61-46f2-8fa2-7ad75981b3c8","resolution":{"observed_at":"2026-08-07T10:43:35.943462Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2309.15402","last_updated":"2024-06-06T01:58:54Z","snapshot_observed_at":"2026-07-06T16:24:10.053246Z","submitted_at":"2023-09-27T04:53:10Z","title":"Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2309.15402","snapshot_observed_at":"2026-08-07T10:43:36.026310Z","title":"A survey of chain of thought reasoning: Advances, frontiers and future,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:36.026310Z"},"links":{"cited_paper":"/paper/2309.15402","citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:d52008ac4e1d8e319dce517905263936084a643acefdacb9f2a52899eb8a8cbc","observation_id":"842e6b68-aa0b-49ff-9b6f-f58cc80d5dbe","resolution":{"observed_at":"2026-08-07T10:43:36.026310Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:41.418241Z","title":"Throughput enhancement of full-duplex CSMA networks using multiplayer bandits,","venue":null,"work_id":"9fe60569-f841-4d3e-a4de-d13ca99f7bb5","year":2021},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:36.120037Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:f75c024824661e1e3597cbfa58cc75dba63465e89f9268f6b01818cd7b07e622","observation_id":"6300febd-e6d8-49f4-8c71-4738020fdfbc","resolution":{"observed_at":"2026-08-07T10:43:41.477934Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:41.268330Z","title":"An experimental study of latency for ieee 802.11 be multi-link operation,","venue":null,"work_id":"0d86a9c5-ae87-4451-98ba-639a3cb2021f","year":2022},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:36.198074Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:110ed1666a7cb31a9a4fd94e11e9f85540c82c270f6e51c808e4f6eb428bce81","observation_id":"0335c7b2-e739-41c2-ad53-76cfaf6b87a9","resolution":{"observed_at":"2026-08-07T10:43:41.332699Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:41.089330Z","title":"Adaptive multi-link channel access under cross-link interference in next-generation WLANs,","venue":null,"work_id":"b7694640-9b91-4aeb-9ec5-b13a229a7aa0","year":2024},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:36.303888Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:c864398611028d7d308cff97f3dd6e161bb0209258a4509fc9095e81ea7b2200","observation_id":"ff2a7d9b-aacf-49ea-854e-3acd122eed91","resolution":{"observed_at":"2026-08-07T10:43:41.169846Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:40.921882Z","title":"WiFi 7 with different multi-link channel access schemes: Modeling, fairness and optimization,","venue":null,"work_id":"c8a99be1-8dff-442d-ba44-0a2767a236eb","year":2024},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:36.378657Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:766bb7b626b2fc4540f923fa5af46570147d016e01e4919c8c3e2bdd5ab7db4e","observation_id":"7dfd1c73-acd5-488d-9285-2d4c557f7f13","resolution":{"observed_at":"2026-08-07T10:43:40.979870Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:40.737751Z","title":"Channel selection for Wi-Fi 7 multi-link operation via optimistic-weighted VDN and parallel transfer reinforcement learning,","venue":null,"work_id":"4a261fd3-434d-426f-b0b7-338e2a8bb05b","year":2023},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:36.473778Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:e15db5538e528030446b22719dff1de63aa2aaa49cc09ecc8c2760832ac4e237","observation_id":"0cd2e12a-7795-47b0-9e3b-c86460d98e13","resolution":{"observed_at":"2026-08-07T10:43:40.840771Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:40.588264Z","title":"A federated reinforcement learning framework for link activation in multi-link Wi-Fi networks,","venue":null,"work_id":"02b3c5c2-4ef9-49be-8a6b-b51cc67da234","year":2023},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:36.554188Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:910fd7171eb70e58ee89e463b9f46faeaf80017480af88facc1700afda29e5ae","observation_id":"b44c6c7a-cf65-47bd-aa43-533726617c19","resolution":{"observed_at":"2026-08-07T10:43:40.651071Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:40.443974Z","title":"Learning combinatorial optimization on graphs: A survey with appli- cations to networking,","venue":null,"work_id":"e8bc0811-858e-40cb-b9a3-7b516533e983","year":2020},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:36.653812Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:fb999a7853b56b05fd0b9851158f687c3687c1e1889ed80878d264c93922515d","observation_id":"395b78d8-20ae-47b8-9e46-c08a6d38867b","resolution":{"observed_at":"2026-08-07T10:43:40.508975Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:40.257990Z","title":"The roadmap to 6G: AI empowered wireless networks,","venue":null,"work_id":"43dccb9b-89d4-4773-bd72-d32ebb8133fa","year":2019},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:36.767202Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:da67044d01b161edd3f09d2c228ba52eb010b390bb2731a0ff786adbd18bff61","observation_id":"bc55db5a-9b44-4899-8e3a-f47a35d5191f","resolution":{"observed_at":"2026-08-07T10:43:40.326804Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:40.079006Z","title":"A tutorial on cross-layer opti- mization in wireless networks,","venue":null,"work_id":"bec0b843-e57f-4dd4-9a32-251018b084d7","year":2006},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:36.838167Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:e578df3672f2c62ff55c397ce99483b3b00868d867880d32460c590b996226bc","observation_id":"16726fb9-6c98-4de3-9d16-232640836ae9","resolution":{"observed_at":"2026-08-07T10:43:40.147197Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:39.873483Z","title":"Deep learning in mobile and wireless networking: A survey,","venue":null,"work_id":"266578a8-ff15-4f81-8d33-598d507aaa9c","year":2019},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:36.914511Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:3b336ae782c27c995e23c83626d80b43d0810f02ab48710316f7ec9041eff9d5","observation_id":"7f8caaa9-55da-4768-ae56-ddf9460efbdf","resolution":{"observed_at":"2026-08-07T10:43:39.979471Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2406.01386","last_updated":"2025-04-22T19:08:27Z","snapshot_observed_at":"2026-08-05T10:46:57.658402Z","submitted_at":"2024-06-03T14:48:53Z","title":"Combinatorial Multivariant Multi-Armed Bandits with Applications to Episodic Reinforcement Learning and Beyond","version":3},"cited_work":{"arxiv_id":"2406.01386","doi":null,"metadata_source":"pith","pith_arxiv_id":"2406.01386","snapshot_observed_at":"2026-08-07T10:43:38.288421Z","title":"Combinatorial Multivariant Multi-Armed Bandits with Applications to Episodic Reinforcement Learning and Beyond","venue":"cs.LG","work_id":"31b9a83b-b863-4f9a-86eb-87b7977f8ecf","year":2024},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:36.981857Z"},"links":{"cited_paper":"/paper/2406.01386","citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:78299f7c7002dcd52bb7ee14507fd8fdfb4607cda72ac65f8e037f32fb9cdec0","observation_id":"7314a9b9-dacc-4c4e-a0e2-2113353fd139","resolution":{"observed_at":"2026-08-07T10:43:38.371550Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:39.686251Z","title":"Fair probabilistic multi-armed bandit with applications to network optimization,","venue":null,"work_id":"06e18cdd-a4d0-4873-a060-18d34e2dadcb","year":2024},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:37.065006Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:6f4951d0a4e0a40ffc9cbd41180f4dd1610508b2ce99afe2a918ffec08b35f6c","observation_id":"98a7252e-d016-4d77-b91b-1e6341478e6b","resolution":{"observed_at":"2026-08-07T10:43:39.757681Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:39.511252Z","title":"Optimal rate sampling in 802.11 systems: Theory, design, and implementation,","venue":null,"work_id":"8d3a4840-cfa0-4b09-9dbf-015b71e40f1e","year":2018},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:37.163612Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:fea16e768c98afc0aff2093469eb12a664ad39f04fe2d3af8d54071a6e0ef5d7","observation_id":"55fbfd76-d9ce-4e0e-acc5-4b3825a4a30f","resolution":{"observed_at":"2026-08-07T10:43:39.569911Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.01898","last_updated":"2025-05-26T08:15:23Z","snapshot_observed_at":"2026-08-07T14:53:02.273122Z","submitted_at":"2024-11-04T09:05:11Z","title":"Best-Arm Identification in Unimodal Bandits","version":2},"cited_work":{"arxiv_id":"2411.01898","doi":null,"metadata_source":"pith","pith_arxiv_id":"2411.01898","snapshot_observed_at":"2026-08-07T10:43:38.111674Z","title":"Best-Arm Identification in Unimodal Bandits","venue":"cs.LG","work_id":"0f71d1da-6c89-4ea5-9ac9-a44d006f875c","year":2024},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:37.240038Z"},"links":{"cited_paper":"/paper/2411.01898","citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:61193594d6a890c8ba42c87a44ed0dd68c84da193041ad74cfe41b24e110e237","observation_id":"3df02517-3409-4761-9af0-b60e7b2e4c2f","resolution":{"observed_at":"2026-08-07T10:43:38.177838Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2305.11598","last_updated":"2023-05-19T11:20:37Z","snapshot_observed_at":"2026-08-05T10:48:49.527192Z","submitted_at":"2023-05-19T11:20:37Z","title":"Introspective Tips: Large Language Model for In-Context Decision Making","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.11598","snapshot_observed_at":"2026-08-07T10:43:37.303075Z","title":"Introspective tips: Large language model for in-context decision making,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:37.303075Z"},"links":{"cited_paper":"/paper/2305.11598","citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:ac09a060992289bc7ea77d78647048f309de09d1cc37fa7fbd8cbbdfae2e3fe4","observation_id":"20d63e48-9f28-4b01-b899-26da8ed7c3bd","resolution":{"observed_at":"2026-08-07T10:43:37.303075Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.07924","last_updated":"2024-07-09T07:11:10Z","snapshot_observed_at":"2026-08-06T17:49:57.032293Z","submitted_at":"2024-07-09T07:11:10Z","title":"Solving General Natural-Language-Description Optimization Problems with Large Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.07924","snapshot_observed_at":"2026-08-07T10:43:37.410144Z","title":"Solving general natural-language-description optimization problems with large language models,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:37.410144Z"},"links":{"cited_paper":"/paper/2407.07924","citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:5f9fef286afb67c676716e817d29249907322527fb4ac44757e64e304099de1f","observation_id":"458475b3-1dca-4e6f-8f93-f915a8bc3473","resolution":{"observed_at":"2026-08-07T10:43:37.410144Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2408.00214","last_updated":"2025-06-16T01:41:18Z","snapshot_observed_at":"2026-07-06T18:55:19.894571Z","submitted_at":"2024-08-01T00:53:02Z","title":"Large Language Model (LLM)-enabled In-context Learning for Wireless Network Optimization: A Case Study of Power Control","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.00214","snapshot_observed_at":"2026-08-07T10:43:37.484882Z","title":"Large language model (LLM)-enabled in-context learning for wireless network optimization: A case study of power control,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:37.484882Z"},"links":{"cited_paper":"/paper/2408.00214","citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:123fd4f46009fc6c9cc9f7d3ded47e4d842fe486a48fe163fd6ab9a065d7713a","observation_id":"1098ad89-1738-4e71-bcba-631009c460c7","resolution":{"observed_at":"2026-08-07T10:43:37.484882Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:39.317434Z","title":"Finite-time analysis of the multiarmed bandit problem,","venue":null,"work_id":"6c680812-a752-4d87-a932-f97e4df21783","year":2002},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:37.553159Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:def9a2b45b1626a15680a8d0ce3234c25858e9ee97966c894d6674cc4d0eda4a","observation_id":"c1c34c8a-25ec-439e-ac16-c5723c15061f","resolution":{"observed_at":"2026-08-07T10:43:39.426658Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:39.162829Z","title":"Model-based Thompson sampling for frequency and rate selection in underwater acoustic communica- tions,","venue":null,"work_id":"41e1697d-4294-4bbf-b3ef-72aeb77cc68f","year":2023},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:37.620835Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:b427dd04a826ada21f6ac1594e328672a6da4f143c07ba1f10bb009cce0469f6","observation_id":"cc82b5b9-0213-4648-9143-bd8ecee1c088","resolution":{"observed_at":"2026-08-07T10:43:39.229109Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:38.920503Z","title":"Best arm identification in multi-armed bandits,","venue":null,"work_id":"1d3fb6b2-aa80-4f20-9162-ae4e08d53070","year":2010},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:37.695637Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:a7fe8b1965695e992d7c5aaa25eac6bfd9c1d3e1b2465fe183108b0ac8dfc3cf","observation_id":"27de4749-908f-4647-9aff-f325834c3c81","resolution":{"observed_at":"2026-08-07T10:43:39.041412Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:38.751369Z","title":"An ε-best-arm identifi- cation algorithm for fixed-confidence and beyond,","venue":null,"work_id":"046e8bcf-2446-428c-87ea-7e8b6a449582","year":2023},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:37.768857Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:a1035ef76e1547093bc4dfd115c98b03f34655348655a3a5d4d5f10a97134051","observation_id":"d52f189a-1857-40ed-882f-27f3f8851e36","resolution":{"observed_at":"2026-08-07T10:43:38.823217Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:43:38.581096Z","title":"Bayesian mixture modeling and inference based Thompson sampling in Monte-Carlo tree search,","venue":null,"work_id":"b963c443-6845-482e-b2b8-984208168136","year":2013},"citing_paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-07T10:43:37.892409Z"},"links":{"citing_paper":"/paper/2506.04594"},"observation_digest":"sha256:04a5bd8671b5b82dc292590f617905823c359f910efa5d0a5ca63f2e2313847f","observation_id":"e06b3f65-765a-4de4-9b27-139301644ea4","resolution":{"observed_at":"2026-08-07T10:43:38.667405Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2506.04594","last_updated":"2025-06-05T03:19:57Z","latest_version":1,"primary_category":"cs.NI","snapshot_observed_at":"2026-08-07T10:35:57.227993Z","submitted_at":"2025-06-05T03:19:57Z","title":"Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM"},"reference_resolution":{"displayed":37,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":5,"verified_exact":2,"verified_fuzzy":30},"total_outbound_references":37},"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":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"thesis":"As of 9 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2506.04594."}