{"as_of":"2026-08-19T12:11:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:e0ba96227a075a62be9ee1354254e6beece66ad71183b74f79caec876209bfcf","coverage":[{"denominator":74,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":74,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T10:55:15.140521Z","state":"measured"},{"denominator":74,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":74,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-19T06:32:44.657259+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/2506.03954/citation-record","integrity":"/paper/2506.03954/integrity","json":"/paper/2506.03954/citation-record.json","paper":"/paper/2506.03954"},"outbound":[{"citation":{"cited_paper":{"arxiv_id":"2303.08774","last_updated":"2024-03-04T06:01:33Z","snapshot_observed_at":"2026-08-17T09:58:46.058102Z","submitted_at":"2023-03-15T17:15:04Z","title":"GPT-4 Technical Report","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.08774","snapshot_observed_at":"2026-08-07T10:55:14.862710Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.862710Z"},"links":{"cited_paper":"/paper/2303.08774","citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:9f5c0dcf616e04d6be8eb8b2dbcb6fe98a915152fe1455aa19c976bba2aee94b","observation_id":"bbf1b39d-a5ab-4067-b3c4-6ae20455d4a7","resolution":{"observed_at":"2026-08-07T10:55:14.862710Z","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":"2026-08-07T10:55:15.876414Z","title":null,"venue":null,"work_id":"010e1acf-ef0b-473d-b634-ab94f579f96b","year":2019},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.867765Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:b940e77038d293cebcfdd88579380811311569bca2ebcb472f1a4b25dc92443f","observation_id":"a3f16483-db97-498b-8673-ba394d32a68c","resolution":{"observed_at":"2026-08-07T10:55:15.879501Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.866754Z","title":null,"venue":null,"work_id":"75940304-2d7c-42b6-9389-fafeae9e99b9","year":2012},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.872066Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:2f7e54e28ebc6b08264de8dbe8a7eebacc7f49d25d247e6cb01e4d83b9abbb31","observation_id":"b53e6ec4-b8cd-43d9-a61d-c15d3b4b8cbb","resolution":{"observed_at":"2026-08-07T10:55:15.870146Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2007.14390","last_updated":"2022-03-05T20:30:32Z","snapshot_observed_at":"2026-07-06T09:42:35.058716Z","submitted_at":"2020-07-28T17:59:07Z","title":"Flower: A Friendly Federated Learning Research Framework","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2007.14390","snapshot_observed_at":"2026-08-07T10:55:14.876355Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.876355Z"},"links":{"cited_paper":"/paper/2007.14390","citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:9757d589bada797c44318cc4c3062fbf58af6ca988f852b87927d2307dfe4c7f","observation_id":"4258b429-971f-45f1-8f01-ae666727e11c","resolution":{"observed_at":"2026-08-07T10:55:14.876355Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1812.01097","last_updated":"2019-12-09T20:02:37Z","snapshot_observed_at":"2026-08-16T19:49:29.879809Z","submitted_at":"2018-12-03T21:59:41Z","title":"LEAF: A Benchmark for Federated Settings","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1812.01097","snapshot_observed_at":"2026-08-07T10:55:14.880870Z","title":null,"venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.880870Z"},"links":{"cited_paper":"/paper/1812.01097","citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:bc93a1ba3412c4c201de6c42a9bccd2e8b1eb1076f816fbbec037704373aa16d","observation_id":"28336cf0-d820-499d-b2d0-db1168e0ca81","resolution":{"observed_at":"2026-08-07T10:55:14.880870Z","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":"2026-08-07T10:55:15.856642Z","title":null,"venue":null,"work_id":"8d2d1667-cecf-4848-97a6-2cace85438bf","year":2022},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.884999Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:7609bdf602f1fe59f4120da44d949a2724fd6cac55b5c4e44ac66dcdea3e0b64","observation_id":"c7ded3d2-7c78-4d66-94e9-9404c77015ca","resolution":{"observed_at":"2026-08-07T10:55:15.859889Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.846218Z","title":null,"venue":null,"work_id":"8bb4dc9b-661d-484e-bce1-5c7eb096e15d","year":2021},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.889154Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:0b336cbc1618c7f8ab66455eaf90a33d79ab72cc28791219988985d8c2793197","observation_id":"99ae8f08-afba-44af-9f85-5a2f315cef42","resolution":{"observed_at":"2026-08-07T10:55:15.849642Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2011.09655","last_updated":"2022-12-25T09:06:19Z","snapshot_observed_at":"2026-08-16T19:04:47.387336Z","submitted_at":"2020-11-19T04:59:51Z","title":"FedEval: A Holistic Evaluation Framework for Federated Learning","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2011.09655","snapshot_observed_at":"2026-08-07T10:55:14.892937Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.892937Z"},"links":{"cited_paper":"/paper/2011.09655","citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:76d20256301db0537f648e893518db677c3bb97934cd02c78990f9f6aa0b7530","observation_id":"4fd53812-f1c2-4c2b-b598-c3c24e977713","resolution":{"observed_at":"2026-08-07T10:55:14.892937Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1406.1078","last_updated":"2014-09-03T00:25:02Z","snapshot_observed_at":"2026-08-15T13:36:27.756066Z","submitted_at":"2014-06-03T17:47:08Z","title":"Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1406.1078","snapshot_observed_at":"2026-08-07T10:55:14.896725Z","title":null,"venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.896725Z"},"links":{"cited_paper":"/paper/1406.1078","citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:b3642ec56b09f229b0c9e7e39038010c850c3ca0b714af9ffe9af58eef42c1e6","observation_id":"2b1bc6ae-fcf3-4f2c-812d-636f2ba05e5a","resolution":{"observed_at":"2026-08-07T10:55:14.896725Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1707.08819","last_updated":"2017-08-23T16:06:20Z","snapshot_observed_at":"2026-08-17T03:57:57.271938Z","submitted_at":"2017-07-27T11:22:22Z","title":"A Downsampled Variant of ImageNet as an Alternative to the CIFAR datasets","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1707.08819","snapshot_observed_at":"2026-08-07T10:55:14.900418Z","title":null,"venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.900418Z"},"links":{"cited_paper":"/paper/1707.08819","citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:26b117a44dece6ab15d8f699cb97b22480ee1a21e2a4c9ae3ac6842524851746","observation_id":"2cde1714-0d32-4dc5-aa64-93a134dc9a75","resolution":{"observed_at":"2026-08-07T10:55:14.900418Z","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":"2026-08-07T10:55:14.904840Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.904840Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:7ffac85d565b7c44134339c2d6dc7bd9d42823d71bdc0dd0edc64da8f65dc48c","observation_id":"2384ebb9-cebc-4cd9-bd13-f9af60f4775e","resolution":{"observed_at":"2026-08-07T10:55:14.904840Z","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":"2026-08-07T10:55:15.830353Z","title":null,"venue":null,"work_id":"596ea8b8-d68b-44ba-9f1e-72a31a645d74","year":2024},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.908632Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:270ffff8a72e7eb400ea1c1c8d1171e73477e808fb5706a02b5a76b8f6aee78e","observation_id":"e5ae9d67-e9c1-4d34-b7ac-2c157513aa7d","resolution":{"observed_at":"2026-08-07T10:55:15.833770Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.820480Z","title":null,"venue":null,"work_id":"00f9120e-0e50-40bd-a990-974594d60c15","year":2024},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.912776Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:a8e9f33e84bf5aae3d3bc5b1471604a02ac5e3f6304c16efd44cb99ae0e86f19","observation_id":"ebbf2209-090d-43eb-bd92-7a36934b6a71","resolution":{"observed_at":"2026-08-07T10:55:15.823912Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:55:14.916744Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.916744Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:e988b62ffbe516aaa97b8ad733bd02775de9741007b4863f4c09d2e068020218","observation_id":"695c6a00-b487-4c71-902b-1436df6ca958","resolution":{"observed_at":"2026-08-07T10:55:14.916744Z","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":"2026-08-07T10:55:15.804192Z","title":null,"venue":null,"work_id":"cc25a6fd-ffb8-4150-99fc-5457accaf87e","year":2024},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.920523Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:bb6eaa8be1302c30493a37fa495848b5c8b99d090c58218624fcb7347c5c1576","observation_id":"935248fb-7253-4874-bcb4-af944a27955f","resolution":{"observed_at":"2026-08-07T10:55:15.807484Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2007.13518","last_updated":"2020-11-08T19:34:25Z","snapshot_observed_at":"2026-08-15T04:01:16.573126Z","submitted_at":"2020-07-27T13:02:08Z","title":"FedML: A Research Library and Benchmark for Federated Machine Learning","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2007.13518","snapshot_observed_at":"2026-08-07T10:55:14.924426Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.924426Z"},"links":{"cited_paper":"/paper/2007.13518","citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:0b9a685a5cac666ce4995b4381c273bea2ff5fb6cc05442fb624bbe55f06602f","observation_id":"2399fafd-f9c5-409e-a3a1-414decc37c37","resolution":{"observed_at":"2026-08-07T10:55:14.924426Z","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":"2026-08-07T10:55:15.794366Z","title":null,"venue":null,"work_id":"4668ee27-680e-4df0-8514-3113df37e9a5","year":2016},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.928338Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:8da26a2548a226228a946c96e4997b81aa6f38ffe35ca96be82ceed195dedb27","observation_id":"4b9cb698-3155-442d-b22f-436717464f04","resolution":{"observed_at":"2026-08-07T10:55:15.797862Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:55:14.931823Z","title":null,"venue":null,"work_id":null,"year":1997},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.931823Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:dddc45966d7cb542b45bbeef61a237150a6eb21fbba22ca1478d212332710560","observation_id":"9a0f0c5c-a02a-4ed9-bf51-30808219d00e","resolution":{"observed_at":"2026-08-07T10:55:14.931823Z","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":"2026-08-07T10:55:15.773475Z","title":null,"venue":null,"work_id":"cccd8f4a-7cba-4d4d-a863-f6eb7dff033d","year":2022},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.935443Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:f76aacebf58f6970af614cacf33892def3de1c80edd3e307d5905ca020d73ed3","observation_id":"5df9529d-2e77-4239-b31d-2f90342d5daa","resolution":{"observed_at":"2026-08-07T10:55:15.777047Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.763630Z","title":null,"venue":null,"work_id":"cef077c1-b954-4d3a-84c1-ba958139271e","year":2020},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.938965Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:ad07ede4af7af4ee55b0042c49d4dc9b22d538583f6615a1d711d5793982e053","observation_id":"ba8487c8-c629-4235-85f1-63ee9d16ac8e","resolution":{"observed_at":"2026-08-07T10:55:15.766951Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1811.11479","last_updated":"2023-10-19T14:11:11Z","snapshot_observed_at":"2026-08-14T17:52:08.881217Z","submitted_at":"2018-11-28T10:16:18Z","title":"Communication-Efficient On-Device Machine Learning: Federated Distillation and Augmentation under Non-IID Private Data","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1811.11479","snapshot_observed_at":"2026-08-07T10:55:14.942600Z","title":null,"venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.942600Z"},"links":{"cited_paper":"/paper/1811.11479","citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:aaa8effac307b7e0af4b1f86fccd78a2eed1d5ac00d9f22a78234eb09578b05d","observation_id":"0b8568c3-6b62-4d74-b31e-1f426c76f394","resolution":{"observed_at":"2026-08-07T10:55:14.942600Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1607.01759","last_updated":"2016-08-09T17:38:43Z","snapshot_observed_at":"2026-08-16T02:41:53.636308Z","submitted_at":"2016-07-06T19:40:15Z","title":"Bag of Tricks for Efficient Text Classification","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1607.01759","snapshot_observed_at":"2026-08-07T10:55:14.946693Z","title":null,"venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.946693Z"},"links":{"cited_paper":"/paper/1607.01759","citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:569d05929b692f3f930c27be7ba7b4f3cf93c00467398ac83405447a68fc2bb6","observation_id":"f2ac0d98-b011-485a-9f7d-7b1532eae3f3","resolution":{"observed_at":"2026-08-07T10:55:14.946693Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1912.04977","last_updated":"2021-03-09T03:03:49Z","snapshot_observed_at":"2026-08-13T11:40:49.533339Z","submitted_at":"2019-12-10T20:55:41Z","title":"Advances and Open Problems in Federated Learning","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1912.04977","snapshot_observed_at":"2026-08-07T10:55:14.950467Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.950467Z"},"links":{"cited_paper":"/paper/1912.04977","citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:bf5dd1ff5f0d22a8e3961806c4398bb48d2a27d26127fb61e754610ad9b67a70","observation_id":"18f38627-dc38-43ca-9c4a-0290426cf347","resolution":{"observed_at":"2026-08-07T10:55:14.950467Z","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":"2026-08-07T10:55:15.753323Z","title":null,"venue":null,"work_id":"44a11552-ad3f-4ca1-9ae8-369eb3a7fd5f","year":2021},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.954203Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:287cc31b264aca7eef86744877882fcc441ea882a153fd27474a83aa12f0a1e0","observation_id":"e297c823-e200-465c-b7ea-08041864ca80","resolution":{"observed_at":"2026-08-07T10:55:15.756710Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.740904Z","title":null,"venue":null,"work_id":"08a7eb5a-4c8b-4157-9eeb-7dd12991a3c1","year":2002},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.958632Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:2886e866fc6b8566129c442db3ff924bdb5d4eb27d38125c9d200c569f433ba7","observation_id":"b2725043-63d9-4a6f-b4ba-31417418055a","resolution":{"observed_at":"2026-08-07T10:55:15.745499Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.729620Z","title":null,"venue":null,"work_id":"4140b7f7-20c5-4f07-ad23-5e3ce58a9fa5","year":2021},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.962188Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:fa1d017eba1d27d9c383f7c4de818c00fa6c3df3633079f3bbd63fe1c81f077e","observation_id":"2664a18c-45ca-44ba-aa70-7fab2033a4cd","resolution":{"observed_at":"2026-08-07T10:55:15.733590Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.719014Z","title":null,"venue":null,"work_id":"e0651790-0ba3-41b8-b30a-eb7e284013ea","year":2009},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.966295Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:27f70113febe338f78b31efdb94a118a3188bf0e517fed0dc7fcde135d302b61","observation_id":"8ffb5e61-9500-4ff6-999c-68628e03abc3","resolution":{"observed_at":"2026-08-07T10:55:15.722557Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.708778Z","title":null,"venue":null,"work_id":"4235be33-4691-4c68-bc1a-4bf05377415f","year":1998},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.970189Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:c081095ac550bac06f2a66f32e3b934bc72b0fc3e0320ddaa0f42f27837b8d83","observation_id":"972032dc-e4e9-4224-9d50-40b6ec3cfc10","resolution":{"observed_at":"2026-08-07T10:55:15.712003Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.697961Z","title":null,"venue":null,"work_id":"9fa70f88-fd54-4998-bcc8-75249c5b2d41","year":2022},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.973586Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:c9243f70b9670a661816f38027a05a4c6f90ff9dab975d9119c52ce174a50523","observation_id":"7346978a-75c8-4482-b4e3-140785d53c1a","resolution":{"observed_at":"2026-08-07T10:55:15.701808Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2001.01523","last_updated":"2020-07-14T08:12:35Z","snapshot_observed_at":"2026-08-14T23:16:03.815025Z","submitted_at":"2020-01-06T12:40:21Z","title":"Think Locally, Act Globally: Federated Learning with Local and Global Representations","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2001.01523","snapshot_observed_at":"2026-08-07T10:55:14.977190Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.977190Z"},"links":{"cited_paper":"/paper/2001.01523","citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:c5e34d3bc19417ea26febf4f8c39b3668dbe0b412f087fde48cc9d9f3795f0b0","observation_id":"9f58ea32-9069-481e-ac58-51ea16e7da1f","resolution":{"observed_at":"2026-08-07T10:55:14.977190Z","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":"2026-08-07T10:55:15.687815Z","title":null,"venue":null,"work_id":"057e6fe5-d983-4305-a467-05b8e090d211","year":2020},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.980967Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:c8f172827cc95808fef9d62287d3c20dad3833c887705eb3c2b8fd397adc199c","observation_id":"604fef25-30d4-479e-a2e6-b2d96c40516c","resolution":{"observed_at":"2026-08-07T10:55:15.691173Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2412.19437","last_updated":"2025-02-18T17:26:38Z","snapshot_observed_at":"2026-08-18T18:18:37.449517Z","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":"2026-08-07T10:55:14.984417Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.984417Z"},"links":{"cited_paper":"/paper/2412.19437","citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:9ae050f08a55428f8cb2615675fe56b95a6da19ad459e010cf70b500194991be","observation_id":"46068fa0-1fd5-40ed-9517-302d7cbe163c","resolution":{"observed_at":"2026-08-07T10:55:14.984417Z","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":"2026-08-07T10:55:15.677682Z","title":null,"venue":null,"work_id":"44f517b4-80f5-4628-9b4e-1850d1314bfc","year":2021},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.989005Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:9b38741fd27123a880261342823224ccfbacf5dee453f95c719e291636b7b76a","observation_id":"f8fd0232-14de-4052-9549-34ebd4d57f98","resolution":{"observed_at":"2026-08-07T10:55:15.681159Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:55:14.992448Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.992448Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:54dcc4591edefbc6486167faf50f003725ecd2c7b7047f671a3d723443bdc324","observation_id":"0d18beb9-9a19-42fe-ac21-045e33b953b7","resolution":{"observed_at":"2026-08-07T10:55:14.992448Z","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":"2026-08-07T10:55:15.660915Z","title":null,"venue":null,"work_id":"6c7d878d-d0c3-4a9d-9bc5-b1425b1f96c7","year":2017},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.996184Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:b643644ed799e8e23ddad183327375935e3d2d8981454232db76a90c90ea2aa6","observation_id":"017d68b6-d87c-4fc5-b766-d1e6a8a81c27","resolution":{"observed_at":"2026-08-07T10:55:15.664414Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.650006Z","title":null,"venue":null,"work_id":"2781d250-af28-4825-adbb-9155af8c2012","year":2021},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:14.999784Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:e2238efbf557d5a220f6e0587fdfcec6e1fc752970a93c8e5add6ee36c2112e8","observation_id":"543f9d7c-aacc-4608-a19e-4e55a4e11179","resolution":{"observed_at":"2026-08-07T10:55:15.653937Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:55:15.003608Z","title":null,"venue":null,"work_id":null,"year":2008},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.003608Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:f21e93ff23994e77ae0c53901fbb7c52f605a9923599160ab24dc604809762b1","observation_id":"0494de54-b173-469e-9ae1-d4a48eb8cfa3","resolution":{"observed_at":"2026-08-07T10:55:15.003608Z","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":"2026-08-07T10:55:15.633536Z","title":null,"venue":null,"work_id":"60d5f80a-b636-4b98-936c-f6127eb2cd3f","year":2019},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.007452Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:92e54f0cc95e8eb5f2319291d4393b2d46732723dc2d85f90b3360b1a4bfeefd","observation_id":"e0934737-6fc0-4b69-a376-55b1d76f234d","resolution":{"observed_at":"2026-08-07T10:55:15.637069Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.623581Z","title":null,"venue":null,"work_id":"a770c039-1b8c-46d9-b3d8-e36fcb8eecb3","year":null},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.010959Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:630dbb61964ec6b8f1b1d43e7ffc182e543162756e4486d44317bedb7cf1bd82","observation_id":"2fd9da3c-6b4f-4db2-8738-0adcfbf637d2","resolution":{"observed_at":"2026-08-07T10:55:15.627003Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.604135Z","title":null,"venue":null,"work_id":"fef3ddb0-cb8f-4ba1-adae-96044cdc1617","year":2017},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.018808Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:475c3b205a6c404110734fa8d39ab5971f0e6af54adb656745dd2f792bf60b42","observation_id":"bd0d3bbe-df7a-4dfc-9903-907684551f65","resolution":{"observed_at":"2026-08-07T10:55:15.607297Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.594367Z","title":null,"venue":null,"work_id":"7e31c137-61c1-432a-81ee-2d6256db3d2e","year":2012},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.022572Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:d9cdff918f36e7d570e0a4585667b1b9450ab71ee553ee4b6894559102027649","observation_id":"b5159c50-c664-4599-b394-6793298bcd78","resolution":{"observed_at":"2026-08-07T10:55:15.597612Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.584578Z","title":null,"venue":null,"work_id":"d547ca7b-ebac-4ace-b7f5-283f46cf7161","year":2018},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.026368Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:d11ac9cc3d72b26b44a117255a7bb5cdc356270485599aced0f2b3f352c3c469","observation_id":"721d2f3a-798b-4797-ae30-7bee3a85a9c5","resolution":{"observed_at":"2026-08-07T10:55:15.587858Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.574834Z","title":null,"venue":null,"work_id":"ea0e707b-087d-4c20-9b1b-9c6091d2a19d","year":2021},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.030734Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:03ff67fba6803c8c82c71227dd31682ce97c09c00c233bac2708c196f06b4ad7","observation_id":"aeb6f5ab-35f1-460f-85b5-60a2468dc758","resolution":{"observed_at":"2026-08-07T10:55:15.578133Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.564420Z","title":null,"venue":null,"work_id":"c6dda580-ca3d-4653-b6c2-0787873f1f68","year":1997},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.035301Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:41bb804f5ed90b4ba92b053386a997197e4a757c1bc7b9fe5ae741a4747b6d01","observation_id":"ff183815-1630-443a-b238-cd3698aea3e2","resolution":{"observed_at":"2026-08-07T10:55:15.568108Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2006.16765","last_updated":"2020-09-17T06:10:24Z","snapshot_observed_at":"2026-08-10T13:57:04.262743Z","submitted_at":"2020-06-27T09:35:03Z","title":"Federated Mutual Learning","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2006.16765","snapshot_observed_at":"2026-08-07T10:55:15.038994Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.038994Z"},"links":{"cited_paper":"/paper/2006.16765","citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:c5da7ece952a1108d2daee1af32f988cbe6069f6be070c533b9ba77990915869","observation_id":"0b5fcd88-f0dd-4b24-b3c8-4d54a9a96d96","resolution":{"observed_at":"2026-08-07T10:55:15.038994Z","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":"2026-08-07T10:55:15.554044Z","title":null,"venue":null,"work_id":"db3e17f1-3b19-4ac9-a1ec-af24e3148f70","year":2015},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.042936Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:14c6e8f1f43a34df65d17fe9696e95a9598c3165a6cf57b6b013378fe5a40b52","observation_id":"8bf9e7da-ce8b-4c4b-a5e2-640550167548","resolution":{"observed_at":"2026-08-07T10:55:15.557385Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.544180Z","title":null,"venue":null,"work_id":"da6fc6cc-3267-43b7-b260-fdf6f9fa84a5","year":2022},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.046764Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:f8c1708b127c310a208888725832e0509237835c8ed67b883d9fbb6da22a1c38","observation_id":"7062a377-e015-49f4-b4b5-6d6185feec40","resolution":{"observed_at":"2026-08-07T10:55:15.547505Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2307.09288","last_updated":"2023-07-19T17:08:59Z","snapshot_observed_at":"2026-08-07T12:56:43.323460Z","submitted_at":"2023-07-18T14:31:57Z","title":"Llama 2: Open Foundation and Fine-Tuned Chat Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2307.09288","snapshot_observed_at":"2026-08-07T10:55:15.050436Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.050436Z"},"links":{"cited_paper":"/paper/2307.09288","citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:b4e98a9a681776f828dcc3bdaf104cb3122a1d3802681ab9e521983f1a814948","observation_id":"0c482e7c-567c-4e8e-81ad-886166e30f03","resolution":{"observed_at":"2026-08-07T10:55:15.050436Z","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":"2026-08-07T10:55:15.534519Z","title":null,"venue":null,"work_id":"6f37b66d-3701-447f-a9c5-9b2ed3d40a41","year":2017},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.054548Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:e34794ca4c680537f05451a84e80410e4f48d4438f4dc9c928ba62631dd46006","observation_id":"65102c6a-9106-4904-8f34-c2ebd1270a05","resolution":{"observed_at":"2026-08-07T10:55:15.537756Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.525043Z","title":null,"venue":null,"work_id":"13fcac92-aa2d-4013-9a94-76abcef3368b","year":2020},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.059365Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:30a2b2478a04979236fc35ddaa2e95178c27883d57b5f38dc1f5584367e370d5","observation_id":"dffe7928-af55-4830-8572-497087f9603a","resolution":{"observed_at":"2026-08-07T10:55:15.528182Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.514916Z","title":null,"venue":null,"work_id":"1875943a-eab8-4e13-8b3a-b84b57d8136f","year":2025},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.063498Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:a492007df9b43201d5b37c2a25e3bb5c765679c5a52655dd76c9f7c2bb513f2b","observation_id":"059bed12-b19f-498d-bf31-ae4fe665b32f","resolution":{"observed_at":"2026-08-07T10:55:15.518330Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:55:15.066996Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.066996Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:b28e1f189768ceea21fbfed99a8a29888a5452593177a16d1e7f20ec197b2bd1","observation_id":"cf2b6411-8499-482c-84a3-92eec6f6e690","resolution":{"observed_at":"2026-08-07T10:55:15.066996Z","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":"2026-08-07T10:55:15.499718Z","title":null,"venue":null,"work_id":"0cc0f491-2159-4ef0-b325-01ee4e4d9419","year":2022},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.070466Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:8e14d5aefa866748bf1be85daeff0d426dfdc75d993359a5c802d73b7760db9e","observation_id":"2c296589-e8d9-49a7-9bb0-b899d7291b56","resolution":{"observed_at":"2026-08-07T10:55:15.502884Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.490772Z","title":null,"venue":null,"work_id":"eb3c437c-b72f-4bfd-9aac-e1bf19f0ea24","year":2023},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.074080Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:1203202863963c71fac3137c9b6309e4456e6f1554a80afe1a465fc356839350","observation_id":"92be50e7-f7d0-4fdd-b0a7-331781a1c170","resolution":{"observed_at":"2026-08-07T10:55:15.493784Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.481769Z","title":null,"venue":null,"work_id":"8860b14f-98bb-4cf3-b9e4-62a901e17d6d","year":2019},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.077690Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:f6c5c21acf7042925b3368f29e9c1bee70174f862c039e39c7ed5c1fa6720e5b","observation_id":"f88f469d-62be-4109-a2c2-23479e32dd23","resolution":{"observed_at":"2026-08-07T10:55:15.484807Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:55:15.081212Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.081212Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:c1f98570be958b1af27e8e151d17e447fae1db29a0257d0879bdef967e44c13d","observation_id":"d8dcaaa2-2953-41f9-b61b-e2cc587730b1","resolution":{"observed_at":"2026-08-07T10:55:15.081212Z","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":"2026-08-07T10:55:15.466398Z","title":null,"venue":null,"work_id":"d4d169f5-168c-4a96-bac4-336b53372205","year":2023},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.084724Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:7b112722e325d4b795619cc4fb93940bbe9671f2be6bd98581e6fecbf3c5a65b","observation_id":"d4b5f61a-c3e2-447f-9f28-0d6d4d9592d6","resolution":{"observed_at":"2026-08-07T10:55:15.469464Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2406.00488","last_updated":"2024-06-01T16:37:08Z","snapshot_observed_at":"2026-08-16T13:47:07.877508Z","submitted_at":"2024-06-01T16:37:08Z","title":"Federated Model Heterogeneous Matryoshka Representation Learning","version":1},"cited_work":{"arxiv_id":"2406.00488","doi":null,"metadata_source":"pith","pith_arxiv_id":"2406.00488","snapshot_observed_at":"2026-08-07T10:55:15.171522Z","title":"Federated Model Heterogeneous Matryoshka Representation Learning","venue":"cs.LG","work_id":"6c9e0031-6ce2-419b-bbac-b415bee822ae","year":2024},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.088495Z"},"links":{"cited_paper":"/paper/2406.00488","citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:0d57c5d0555b5ba1feecb67d98552d8c2d111a589c9445b3e046a122cfc55726","observation_id":"120d41f1-faaf-480e-8c06-3a36ca61b718","resolution":{"observed_at":"2026-08-07T10:55:15.177108Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.456057Z","title":null,"venue":null,"work_id":"e97836bb-89ac-4dc6-9f1e-81b27e0bbda2","year":2023},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.092620Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:fa6c14d5a63077bf83266a95764719d286a1e4adbada0d505182041194551683","observation_id":"ba5cc235-f239-4a7f-8569-deb88e3f2dde","resolution":{"observed_at":"2026-08-07T10:55:15.459755Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T10:55:15.096189Z","title":null,"venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.096189Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:79259cdf1f407d116a13f11dcaae3898ff2328618e7daabe5bb6415aaadc85a1","observation_id":"701e11b9-824f-4a1e-8521-62e6d69450a6","resolution":{"observed_at":"2026-08-07T10:55:15.096189Z","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":"2026-08-07T10:55:15.439809Z","title":null,"venue":null,"work_id":"ab5a18b3-bb15-4e17-ae8f-251a5f6de2c8","year":2023},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.099989Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:215a6ecc022963d76db1193fae7fdaa7d4786730f8a0d1887d772fc81ddb677e","observation_id":"a5f336df-a06b-4c15-afcd-13df2c81e0d3","resolution":{"observed_at":"2026-08-07T10:55:15.443261Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.429185Z","title":null,"venue":null,"work_id":"69ff1a55-3e57-4889-b26a-fbe549e14602","year":2024},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.103446Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:a6b08183807a4c5ee19666affb668d9a321526b896f2eebbad0ce7794deb4dc0","observation_id":"19afbfe0-063a-465e-a01f-f854081bf975","resolution":{"observed_at":"2026-08-07T10:55:15.432855Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.419438Z","title":null,"venue":null,"work_id":"94ba72ea-47c7-4108-8959-63357124a302","year":2024},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.106994Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:37ba59055b0321804f10c9be546591ed6e3514468c2aca779f37b7715dfd0ddf","observation_id":"30899f5f-b2b6-496e-a699-d687278c753f","resolution":{"observed_at":"2026-08-07T10:55:15.422774Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.408435Z","title":null,"venue":null,"work_id":"9dab1a6a-1829-4888-ba2c-80303827e32e","year":2025},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.110408Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:6e5704b0c306c972c05c3d035e9792deb68fbb4e299f3e77f8d82358296d1f20","observation_id":"3ee1d9c8-b692-4b0f-a9f0-844af9e844e1","resolution":{"observed_at":"2026-08-07T10:55:15.412574Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.397882Z","title":null,"venue":null,"work_id":"d6bdbd5c-cd3f-452f-a783-cc14c3c20693","year":2015},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":65,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.113807Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:9b090c19c2fb9fc50bcf7d1ca706531456a1f8b7d60add3ebf35c6e9875cb6e1","observation_id":"d1d32534-ecf4-449e-b8f5-9f6369f0f5b6","resolution":{"observed_at":"2026-08-07T10:55:15.401317Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.387399Z","title":null,"venue":null,"work_id":"e90bfa07-4746-4c0f-a0bd-b2c655cd845a","year":2015},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":66,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.117295Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:d964727ba27f1376410619f996be419bf4983d539cc447ec88f33f1ba7146f56","observation_id":"182f9d8a-0c83-49d7-813f-be5d9be7655e","resolution":{"observed_at":"2026-08-07T10:55:15.391132Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.377093Z","title":null,"venue":null,"work_id":"50edf3ea-d134-479a-91cb-a9d9300576d4","year":2018},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":67,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.120849Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:61cb537906063d76d30b6714a8cdb952aa95daea13eafd3ad8d772389673eee7","observation_id":"3d8d3d7b-5680-4cb5-afa8-50f8951a1db6","resolution":{"observed_at":"2026-08-07T10:55:15.380580Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.366612Z","title":null,"venue":null,"work_id":"4ec48001-b7ce-44f6-aaae-08b0b6d17581","year":2017},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":68,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.124172Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:7e56d83d511f463e7c2a1696b8d2e5db5d7b7bc6af0e83e8cf04bfc9e592133a","observation_id":"30d666ae-b746-4b7a-b429-ae8d2b9c320a","resolution":{"observed_at":"2026-08-07T10:55:15.370129Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.356149Z","title":null,"venue":null,"work_id":"dc3968f9-f770-4283-9352-f0a79ccf8bd4","year":null},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":69,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.127446Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:8f43dc27570da5ba6aeeb802ac52ce3c5fa2c8a6324dde8001841f64db7499e4","observation_id":"3fd35361-11d5-4a7b-a358-a2016c9f2193","resolution":{"observed_at":"2026-08-07T10:55:15.359443Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.335916Z","title":null,"venue":null,"work_id":"e5945cf6-f0ed-49d8-9e27-6eb35beca162","year":2021},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":70,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.133913Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:d3239e35497d4e24ed49c214e21018f83e0cb9162642ddafc3c22b8ad7a2befb","observation_id":"c4a04a91-8238-45aa-a888-159479ba0519","resolution":{"observed_at":"2026-08-07T10:55:15.339274Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.325721Z","title":"(1) fastText: This model uses an embedding layer followed by a linear hidden layer and a final output layer","venue":null,"work_id":"29892362-2939-46ae-b5c9-c2ad2e9d9333","year":null},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":73,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.136997Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:d5a7a91a9ba8675afdfc1c9230445e1310c78c3e32dd18b12b8101144f308920","observation_id":"4893410d-7bf4-4fc4-82f2-8f9c4da2d9eb","resolution":{"observed_at":"2026-08-07T10:55:15.329293Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.314963Z","title":"(1) HARCNN: The model consists of 2 convolutional layers, followed by 2 pooling layers and 3 fully connected layers","venue":null,"work_id":"b0032e98-6b36-4c89-8619-f37d9f996ecf","year":2025},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":74,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.140521Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:e6fc316b342e8f5fa379119820a762a34800e3a6b8945d2d5a09b6ca78001dbb","observation_id":"0320296f-ab45-4569-8042-ea70dd4ffda3","resolution":{"observed_at":"2026-08-07T10:55:15.318657Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.613702Z","title":"InIEEE Interna- tional Conference on Computer Vision (ICCV)","venue":null,"work_id":"69af5dfe-87f1-48b0-b661-b4000ffbbf29","year":null},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":2019,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.015119Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:1fdbbcfb9c86084d22145f7064f319e5f552df6bd4ba5910753db160f7c174c6","observation_id":"d637dc8c-64f8-4041-a7c1-1ef25cb8a480","resolution":{"observed_at":"2026-08-07T10:55:15.617339Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+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":"2026-08-07T10:55:15.345657Z","title":null,"venue":null,"work_id":"f25c115d-8387-413f-b0f4-9b40f1a612af","year":2020},"citing_paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark","version":1},"reference_index":2020,"source":"pdf_text","source_observed_at":"2026-08-07T10:55:15.130634Z"},"links":{"citing_paper":"/paper/2506.03954"},"observation_digest":"sha256:ab9cae1e2db1c1ec1f4531fe39764878a83f32f6b042a95b052e0e20432a8085","observation_id":"9ed7a9f9-1c7b-446b-9162-ddb5f3a79acf","resolution":{"observed_at":"2026-08-07T10:55:15.349373Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2506.03954","last_updated":"2025-06-04T13:44:00Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-15T21:04:19.779957Z","submitted_at":"2025-06-04T13:44:00Z","title":"HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark"},"reference_resolution":{"displayed":74,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":70,"verified_exact":1,"verified_fuzzy":3},"total_outbound_references":74},"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":"2026-08-19T06:32:44.657259+00:00","source":"crossref"},{"observed_at":"2026-08-19T06:32:39.956319+00:00","source":"retraction_watch"}],"thesis":"As of 19 August 2026, this Paper Citation Record lists 74 of 74 outbound references and 0 inbound Pith citation observations for arXiv:2506.03954."}