{"as_of":"2026-08-07T09:18:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:d20b22435c5b8aeb34db1ef8317415b6ca47c53dfe9cd360b0d9b5e703bc5f5e","coverage":[{"denominator":21,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":21,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-04T09:01:18.036349Z","state":"measured"},{"denominator":21,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":21,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-07T06:34:17.273281+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/2608.02341/citation-record","integrity":"/paper/2608.02341/integrity","json":"/paper/2608.02341/citation-record.json","paper":"/paper/2608.02341"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T09:01:16.136802Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:16.136802Z"},"links":{"citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:6c9eeb1ee423d0266491249b9f1f3d1bd8a7174f25e1913717003a76cf2fe8ac","observation_id":"c77ae701-db11-4465-8c1f-b464d97e0d8e","resolution":{"observed_at":"2026-08-04T09:01:16.136802Z","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":"2026-08-04T09:01:16.246536Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:16.246536Z"},"links":{"citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:006afa115f8a971a264d5a0b48999755d18e7698ccb4bd932884ec0907a516cf","observation_id":"287eca14-eea3-411f-a5d8-9435d6f03cfe","resolution":{"observed_at":"2026-08-04T09:01:16.246536Z","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":"2026-08-04T09:01:16.329381Z","title":null,"venue":null,"work_id":null,"year":2011},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:16.329381Z"},"links":{"citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:e08564c6d01c23fecd25b217bda30363609d0f60b7155ae5b8b9691dd2af6a28","observation_id":"db7e99d2-8270-41db-9950-c43be774daa0","resolution":{"observed_at":"2026-08-04T09:01:16.329381Z","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":"2026-08-04T09:01:16.401403Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:16.401403Z"},"links":{"citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:c58bd5c71e33c6c9154ab2ce15d2fb3f9174caf39957214adb5fcb20448b949b","observation_id":"f3d2d4c8-78aa-43bb-adf2-8fd727caa722","resolution":{"observed_at":"2026-08-04T09:01:16.401403Z","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":"2026-08-04T09:01:16.595467Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:16.595467Z"},"links":{"citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:f3f64c13a4010445e6351f84774630570d6c7d93cd9cbdf7389b53d6054cdd1f","observation_id":"887f8d89-b424-499f-971d-65d74c7bdc58","resolution":{"observed_at":"2026-08-04T09:01:16.595467Z","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":"2026-08-04T09:01:16.690835Z","title":null,"venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:16.690835Z"},"links":{"citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:aefc790a1cf4366a8c2b3fcb5f726826ee355e8a9c849cdf4469ff08ea6cb318","observation_id":"072538b8-841a-405b-b705-c91cd7ef5b04","resolution":{"observed_at":"2026-08-04T09:01:16.690835Z","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":"2026-08-04T09:01:16.803005Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:16.803005Z"},"links":{"citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:bb07698fbe4fa0771469aaa5a13838a7bbf0c05f5cbf47e3f333800a542d1eb9","observation_id":"9e3c9595-893c-433c-86e3-332ea300d016","resolution":{"observed_at":"2026-08-04T09:01:16.803005Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2312.17238","last_updated":"2023-12-28T18:58:13Z","snapshot_observed_at":"2026-07-06T17:09:24.271573Z","submitted_at":"2023-12-28T18:58:13Z","title":"Fast Inference of Mixture-of-Experts Language Models with Offloading","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.17238","snapshot_observed_at":"2026-08-04T09:01:16.896518Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:16.896518Z"},"links":{"cited_paper":"/paper/2312.17238","citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:b6475f81cb7bcc14f38d9c679a1d3f2b737589e5c5219c11b861facefefa4597","observation_id":"778f6169-e786-4b4a-afd2-887bcfc3461e","resolution":{"observed_at":"2026-08-04T09:01:16.896518Z","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":"2026-08-04T09:01:16.993726Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:16.993726Z"},"links":{"citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:4d5e38ac7ee5432901d6c46284316f38b50d0522dbb73e901c6d749430e221f0","observation_id":"d677382a-4a2a-499e-9915-9090918c349f","resolution":{"observed_at":"2026-08-04T09:01:16.993726Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2401.04088","last_updated":"2024-01-08T18:47:34Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-01-08T18:47:34Z","title":"Mixtral of Experts","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2401.04088","snapshot_observed_at":"2026-08-04T09:01:17.059382Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:17.059382Z"},"links":{"cited_paper":"/paper/2401.04088","citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:a1b1156108fb699998fd378430c5286a9e2359b3653d9c4ce4a128d7d8dc16d4","observation_id":"3ed7384d-78d9-4e43-ace0-15083b124d5a","resolution":{"observed_at":"2026-08-04T09:01:17.059382Z","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":"2026-08-04T09:01:17.154172Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:17.154172Z"},"links":{"citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:cd253a012cb3c1742a64d420a30598b099b02ab1c2970f88b9c5660b75d4e24a","observation_id":"0a3c8033-3004-4dde-a4c4-5a00bf429ea6","resolution":{"observed_at":"2026-08-04T09:01:17.154172Z","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":"2026-08-04T09:01:17.206042Z","title":"2010.Principles of Broadband Switching and Networking","venue":null,"work_id":null,"year":2010},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:17.206042Z"},"links":{"citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:edfb9c7feda2bd1c94b23fc2b6f5ab7d13f9180bc6b9bad12e0f2a775778edb4","observation_id":"52a2a60b-39a6-4381-b9b4-558ab7399905","resolution":{"observed_at":"2026-08-04T09:01:17.206042Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2412.19437","last_updated":"2025-02-18T17:26:38Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-12-27T04:03:16Z","title":"DeepSeek-V3 Technical Report","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.19437","snapshot_observed_at":"2026-08-04T09:01:17.289275Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:17.289275Z"},"links":{"cited_paper":"/paper/2412.19437","citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:c39952afd1b1a10a2fa29adc4eeae3330320cc93a3f96a6a83acc5a118e0228a","observation_id":"f5a880e3-40d3-4560-91df-7705855068d7","resolution":{"observed_at":"2026-08-04T09:01:17.289275Z","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":"2026-08-04T09:01:17.377239Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:17.377239Z"},"links":{"citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:28763b7723c0e94264e5951e2854a9fc6e3cde936f095a4343c236d44695ba2e","observation_id":"3ccc80b2-ce95-4c58-bca1-4a61b74a65ac","resolution":{"observed_at":"2026-08-04T09:01:17.377239Z","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":"2026-08-04T09:01:17.454868Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:17.454868Z"},"links":{"citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:791923fe77234c79085e7b5928f636db9bc6e6a2a4c3f5bc8838ac1da37a4eaa","observation_id":"8223542c-6f82-4e33-9bb9-8447a5cc0071","resolution":{"observed_at":"2026-08-04T09:01:17.454868Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.01433","last_updated":"2024-11-06T01:49:45Z","snapshot_observed_at":"2026-07-06T19:44:12.347359Z","submitted_at":"2024-11-03T04:25:46Z","title":"HOBBIT: A Mixed Precision Expert Offloading System for Fast MoE Inference","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.01433","snapshot_observed_at":"2026-08-04T09:01:17.573201Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:17.573201Z"},"links":{"cited_paper":"/paper/2411.01433","citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:32db1de06b5b9201907fcccc2b9570f421f34b43699faa2bd575e39d219dfd74","observation_id":"58883fd1-2040-4590-aa77-2c8bd9bd7774","resolution":{"observed_at":"2026-08-04T09:01:17.573201Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2408.04835","last_updated":"2024-08-09T03:12:53Z","snapshot_observed_at":"2026-07-06T18:58:39.334273Z","submitted_at":"2024-08-09T03:12:53Z","title":"Next-Generation Wi-Fi Networks with Generative AI: Design and Insights","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.04835","snapshot_observed_at":"2026-08-04T09:01:17.708553Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:17.708553Z"},"links":{"cited_paper":"/paper/2408.04835","citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:f1cfdd1acd2b154bcb40792c92cf2124bb28754940a8407a4fe28f04cd96f137","observation_id":"6c8e2189-c2b7-47c1-8ed8-8e5725a1b4ea","resolution":{"observed_at":"2026-08-04T09:01:17.708553Z","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":"2026-08-04T09:01:17.816199Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:17.816199Z"},"links":{"citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:fe63a6b4a8e60b2bf5460662dc9780928944908d3310d0e387adfa7aac67f0ec","observation_id":"5f3931ad-9175-462d-9f49-b5cf1df61710","resolution":{"observed_at":"2026-08-04T09:01:17.816199Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.09388","last_updated":"2025-05-14T13:41:34Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-05-14T13:41:34Z","title":"Qwen3 Technical Report","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.09388","snapshot_observed_at":"2026-08-04T09:01:17.932432Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:17.932432Z"},"links":{"cited_paper":"/paper/2505.09388","citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:89a7eacb485fc0f9ffad1cd696a4cd3ed0e3a4a9eadc67bbf1df18d292ba8ce0","observation_id":"a8c27cd9-0346-4fc1-91c7-71321dcb53d2","resolution":{"observed_at":"2026-08-04T09:01:17.932432Z","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":"2026-08-04T09:01:18.036349Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:18.036349Z"},"links":{"citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:55c1b755f41e2ead2f538c8f665b8dc77107517f7975edc4705e923a59c4e35b","observation_id":"98c9eeaa-31d7-45e1-90d9-2384d96562ab","resolution":{"observed_at":"2026-08-04T09:01:18.036349Z","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":"2026-08-04T09:01:16.516383Z","title":null,"venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference","version":1},"reference_index":2016,"source":"pdf_text","source_observed_at":"2026-08-04T09:01:16.516383Z"},"links":{"citing_paper":"/paper/2608.02341"},"observation_digest":"sha256:562db8075f4e5bb7efa3ca396436dd240cb52de751b6b49e6b3407545436b1c6","observation_id":"3dcb87ac-c8f1-4928-996c-b1c296c868d9","resolution":{"observed_at":"2026-08-04T09:01:16.516383Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2608.02341","last_updated":"2026-08-03T14:57:09Z","latest_version":1,"primary_category":"cs.NI","snapshot_observed_at":"2026-08-06T23:37:11.464842Z","submitted_at":"2026-08-03T14:57:09Z","title":"Broadcast Rate Limits in Wi-Fi: A Forgotten Bottleneck for Collaborative Edge LLM Inference"},"reference_resolution":{"displayed":21,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":21,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":21},"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":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"thesis":"As of 7 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2608.02341."}