{"as_of":"2026-08-18T20:06:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:6b7ae7d708c616f0adb18a4f13b8690e4c8b1c4af8b92801fca4ebc297e89da7","coverage":[{"denominator":20,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":20,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-10T23:28:17.137831Z","state":"measured"},{"denominator":21,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":21,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-18T06:34:40.430872+00:00","state":"measured"},{"denominator":1,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":1,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-15T15:20:19.621168Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"pith","source_observed_at":"2026-08-15T15:20:19.789152Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"cited_work":{"arxiv_id":"2412.20250","doi":null,"metadata_source":"pith","pith_arxiv_id":"2412.20250","snapshot_observed_at":"2026-08-15T15:20:19.789152Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","venue":"cs.LG","work_id":"f9934280-f3fb-409c-a7c1-9816aac329c3","year":2024},"citing_paper":{"arxiv_id":"2608.00872","last_updated":"2026-08-01T21:23:32Z","snapshot_observed_at":"2026-08-18T14:40:24.572656Z","submitted_at":"2026-08-01T21:23:32Z","title":"Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-15T15:20:19.621168Z"},"links":{"cited_paper":"/paper/2412.20250","citing_paper":"/paper/2608.00872"},"observation_digest":"sha256:055b844821e8259d92a98f271de6c57570a0b083dc079a3562766211c4aa5c2e","observation_id":"4dec2255-d085-471e-b8da-c3830f9d7cd6","resolution":{"observed_at":"2026-08-15T15:20:19.795045Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2412.20250/citation-record","integrity":"/paper/2412.20250/integrity","json":"/paper/2412.20250/citation-record.json","paper":"/paper/2412.20250"},"outbound":[{"citation":{"cited_paper":{"arxiv_id":"2107.02314","last_updated":"2021-09-12T20:26:52Z","snapshot_observed_at":"2026-08-13T21:11:51.023488Z","submitted_at":"2021-07-05T23:12:06Z","title":"The RSNA-ASNR-MICCAI BraTS 2021 Benchmark on Brain Tumor Segmentation and Radiogenomic Classification","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2107.02314","snapshot_observed_at":"2026-08-10T23:28:17.046824Z","title":"arXiv preprint arXiv:2107.02314 (2021)","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.046824Z"},"links":{"cited_paper":"/paper/2107.02314","citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:402500b82c59bb602397243108024445413b5c8b0dbe9a1af7ae7a7ae0dde9ca","observation_id":"8cd9322a-984d-4a20-a255-1b9fcb88e834","resolution":{"observed_at":"2026-08-10T23:28:17.046824Z","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":"2026-08-10T23:28:18.038967Z","title":"the cancer imaging archive","venue":null,"work_id":"155debb1-a3f0-4350-81f0-e809e4e585b8","year":2017},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.052553Z"},"links":{"citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:3afa27529a8f5329c1a3416b7767fa3509438f5d96f422d0cb4fa7a1eab9d86d","observation_id":"b1667ac6-b089-4ba2-8a40-a35aed9b2871","resolution":{"observed_at":"2026-08-10T23:28:18.108388Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+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":"2026-08-10T23:28:17.939314Z","title":"The cancer imaging archive286 (2017)","venue":null,"work_id":"691e0745-ec15-4a52-a80d-1d2cb79e779d","year":2017},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.057771Z"},"links":{"citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:d7be89c2af8940e25ebdc01e5d39653be01b1217007b9e2a3096569773103ca7","observation_id":"08a88291-33e8-470b-93ae-138309d63259","resolution":{"observed_at":"2026-08-10T23:28:18.002075Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+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":"2026-08-10T23:28:17.062428Z","title":"Scientific data 4(1), 1–13 (2017)","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.062428Z"},"links":{"citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:74bb9ea2adea7298019ab6f938ea28bed97921960a99978f708fb941902e2012","observation_id":"308d9cb5-6253-4736-bb00-6b13cc294e39","resolution":{"observed_at":"2026-08-10T23:28:17.062428Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.5281/zenodo.6362409","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-10T23:28:17.169967Z","title":"org/10.5281/zenodo.6362409","venue":null,"work_id":"f8a71910-5d1b-4b31-bf4c-5f2dae647b71","year":2022},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.067195Z"},"links":{"citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:710154413c31db8f5502908d003e641550bad170833e61946ac97c3d5973fd6b","observation_id":"5876237f-305b-43d8-8a69-14c8606058d6","resolution":{"observed_at":"2026-08-10T23:28:17.176286Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+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":"2026-08-10T23:28:17.820035Z","title":"International Journal of Machine Learning and Cybernetics pp","venue":null,"work_id":"3367728a-a094-411b-ac1a-cc192c72f816","year":2024},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.072464Z"},"links":{"citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:632201d9d837f66b6cc01f519edde1f9d9a2799ba7c11d7cd9c1facb857a49dc","observation_id":"2fe9be49-290b-4462-9627-b5fc4d0494e3","resolution":{"observed_at":"2026-08-10T23:28:17.875590Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+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":"2026-08-10T23:28:17.755965Z","title":"Foundations and Trends® in Machine Learning 14(1–2), 1–210 (2021)","venue":null,"work_id":"d4f1ef78-0bc0-43a5-b568-9b6dab2ed288","year":2021},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.077815Z"},"links":{"citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:cb9e1bbd48613a1d87337021abcf096985dd11332397b5216a2d83b32475a1ed","observation_id":"14492f33-445e-4a29-892b-525f681a7a69","resolution":{"observed_at":"2026-08-10T23:28:17.783684Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+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":"2026-08-10T23:28:17.741367Z","title":"In: Crimi, A., Bakas, S","venue":null,"work_id":"363673b8-dca8-407e-9339-7a231fd1ea75","year":2022},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.082581Z"},"links":{"citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:f76fde4106079723b2ffe9e6326969242ee8b82dfc9505ecae0082a20d47ec4a","observation_id":"e166f12d-11b7-4c9f-b028-7cd7c3d4d099","resolution":{"observed_at":"2026-08-10T23:28:17.745687Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+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":"2026-08-10T23:28:17.086757Z","title":"IEEE signal processing magazine37(3), 50–60 (2020)","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.086757Z"},"links":{"citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:61ac8e7bccc709ba797f81cfe2fa2ff3924a045a98b785fd6cbd77e86957ed67","observation_id":"63dc5b8a-0e9a-46e4-8020-b9349ee81fc6","resolution":{"observed_at":"2026-08-10T23:28:17.086757Z","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":"2026-08-10T23:28:17.091263Z","title":"In: Artificial intelligence and statistics","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.091263Z"},"links":{"citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:f9c3fbdad5fb4d556ea245177c3a400a842aa8c7034558d2b7df7aa314962748","observation_id":"693a5c99-63cf-42b5-84f2-a7943c22480e","resolution":{"observed_at":"2026-08-10T23:28:17.091263Z","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":"2026-08-10T23:28:17.678226Z","title":"IEEE transactions on medical imaging 34(10), 1993–2024 (2014) 12 Khan et al., 2024","venue":null,"work_id":"8e245be8-ef7b-4957-b5ed-7b09163c9bde","year":2014},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.095760Z"},"links":{"citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:1e1b45bcf94b4517199edbcb4f7dfb02c1c4c76404032252c19c6c81bcb36165","observation_id":"6c8c8fe1-a65a-4cfd-b55d-2cbc2c84f107","resolution":{"observed_at":"2026-08-10T23:28:17.694653Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+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":"2026-08-10T23:28:17.626160Z","title":"In: ICC 2019-2019 IEEE international conference on communications (ICC)","venue":null,"work_id":"ed11714b-6e87-4323-b81d-bee489878b0d","year":2019},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.100479Z"},"links":{"citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:da97df04b944ab127d7ccb848ec8aa07a8e72b11a6274394b4815f5571e34713","observation_id":"cdc692cf-fa84-44ca-bf33-4386a620a04b","resolution":{"observed_at":"2026-08-10T23:28:17.649369Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2105.05874","last_updated":"2021-05-14T00:54:23Z","snapshot_observed_at":"2026-08-16T18:25:09.663504Z","submitted_at":"2021-05-12T18:00:20Z","title":"The Federated Tumor Segmentation (FeTS) Challenge","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2105.05874","snapshot_observed_at":"2026-08-10T23:28:17.104925Z","title":"arXiv preprint arXiv:2105.05874 (2021)","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.104925Z"},"links":{"cited_paper":"/paper/2105.05874","citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:89feb61da4d0f615c3fda10d60995bf11645c158f4e18d5feb446a6b83694d9d","observation_id":"1d121242-323b-4511-afcd-277a21ec5f6e","resolution":{"observed_at":"2026-08-10T23:28:17.104925Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2105.06413","last_updated":"2021-05-13T16:40:19Z","snapshot_observed_at":"2026-08-16T18:24:55.342781Z","submitted_at":"2021-05-13T16:40:19Z","title":"OpenFL: An open-source framework for Federated Learning","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2105.06413","snapshot_observed_at":"2026-08-10T23:28:17.110013Z","title":"arXiv preprint arXiv:2105.06413 (2021)","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.110013Z"},"links":{"cited_paper":"/paper/2105.06413","citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:4b902045fab130334b96676da75f7f019ee5275e576c72fcf61d4e726e47f7af","observation_id":"72a4b2b8-8611-48e3-9464-8fdcbae906d4","resolution":{"observed_at":"2026-08-10T23:28:17.110013Z","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":"2026-08-10T23:28:17.541372Z","title":"IEEE transactions on neural networks and learning systems32(8), 3710–3722 (2020)","venue":null,"work_id":"58e76cdd-9302-4ace-9e3b-34f4ac4bdafd","year":2020},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.114462Z"},"links":{"citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:517aa194657c4c63968900a05c1c248b33e4039d82d95e90f29b43a5f630616d","observation_id":"f9f3e335-841a-4c9a-976f-c80293eadb92","resolution":{"observed_at":"2026-08-10T23:28:17.566410Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+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":"2026-08-10T23:28:17.481998Z","title":"IEEE transactions on neural net- works and learning systems31(9), 3400–3413 (2019)","venue":null,"work_id":"47c1ed80-827a-465a-9165-a238db42a127","year":2019},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.119097Z"},"links":{"citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:2279e360cb44c78281b76020aba8fa627ba3e866749106fd890cab47ca677a15","observation_id":"0d9ec17c-e7ae-4181-9484-9566728170bb","resolution":{"observed_at":"2026-08-10T23:28:17.500810Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+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":"2026-08-10T23:28:17.382110Z","title":"In: Proceedings of the 12th ACM workshop on artificial intelligence and security","venue":null,"work_id":"dd93e55c-2bc2-4477-bedc-061162efab40","year":2019},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.123445Z"},"links":{"citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:310803f603bf4f12209af95d0798357de938e09200740f246e2a800868d73f8a","observation_id":"efc28abb-dd26-4772-9d41-7b7fff4035ba","resolution":{"observed_at":"2026-08-10T23:28:17.433186Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+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":"2026-08-10T23:28:17.302176Z","title":"IEEE Internet of Things Journal7(7), 6360–6368 (2020)","venue":null,"work_id":"2b759202-7c74-477d-b0d7-be6dae573814","year":2020},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.127676Z"},"links":{"citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:9b3e12cfc17d328fd2b0f1c143b54e1b43908e400c15f0c9052fe9bb5c16abf1","observation_id":"dfbec970-f3db-4b82-a523-2925b138346d","resolution":{"observed_at":"2026-08-10T23:28:17.347918Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1806.00582","last_updated":"2022-07-21T12:33:15Z","snapshot_observed_at":"2026-08-15T04:44:38.370440Z","submitted_at":"2018-06-02T04:45:58Z","title":"Federated Learning with Non-IID Data","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1806.00582","snapshot_observed_at":"2026-08-10T23:28:17.132241Z","title":"arXiv preprint arXiv:1806.00582 (2018)","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.132241Z"},"links":{"cited_paper":"/paper/1806.00582","citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:b73ea047a705ad50af93271b8800b0a5040a7aa2deb93be1aaa260750a6a7c31","observation_id":"232cb185-06b0-4aad-83d0-196e8b7d5ce6","resolution":{"observed_at":"2026-08-10T23:28:17.132241Z","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":"2026-08-10T23:28:17.252888Z","title":"Computer Networks p","venue":null,"work_id":"4d632dd0-9884-4ee7-868c-7a760c247912","year":2024},"citing_paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-10T23:28:17.137831Z"},"links":{"citing_paper":"/paper/2412.20250"},"observation_digest":"sha256:ffd672fde6a1242f26ccb6eafcd8baee8f965bf8c6a088f91d8b73658cd2ba27","observation_id":"fb4a52a3-b98f-4966-b782-b1c007350888","resolution":{"observed_at":"2026-08-10T23:28:17.268146Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2412.20250","last_updated":"2024-12-28T19:49:02Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-15T01:25:56.475265Z","submitted_at":"2024-12-28T19:49:02Z","title":"Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation"},"reference_resolution":{"displayed":20,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":7,"verified_exact":1,"verified_fuzzy":12},"total_outbound_references":20},"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":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"thesis":"As of 18 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 1 inbound Pith citation observation for arXiv:2412.20250."}