{"as_of":"2026-08-10T00:34:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:ed22308bc377205bf25a228496b4daa0d6ebc1b79867ba3d938bf15b6b52a982","coverage":[{"denominator":86,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":86,"source":"paper_references, paper_reference_links","source_observed_at":"2026-07-31T01:04:39.175120Z","state":"measured"},{"denominator":86,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":86,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2607.25108/citation-record","integrity":"/paper/2607.25108/integrity","json":"/paper/2607.25108/citation-record.json","paper":"/paper/2607.25108"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-07-31T01:04:32.594726Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:32.594726Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:8911b2b9e9fccf7353d936835df1df35684923873f1dc97e874c43f8ce8e8480","observation_id":"e8e7fc13-386c-4e33-acdc-d2c7be4dd6e5","resolution":{"observed_at":"2026-07-31T01:04:32.594726Z","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":"2026-07-31T01:04:32.654840Z","title":null,"venue":null,"work_id":null,"year":2011},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:32.654840Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:875ce2b3eb358c4bc3f005906f2e8344c5e7c4e0a40ec4ebb000ffa295f70889","observation_id":"d8a6d94f-4d95-4411-b0d3-4ee924b96dfb","resolution":{"observed_at":"2026-07-31T01:04:32.654840Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2308.12966","last_updated":"2023-10-13T02:41:28Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-08-24T17:59:17Z","title":"Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2308.12966","snapshot_observed_at":"2026-07-31T01:04:32.736736Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:32.736736Z"},"links":{"cited_paper":"/paper/2308.12966","citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:429f60a5b063af1c9cd6e3332bbd890201b45998c4c874eadb6b5dd50ebab180","observation_id":"fc8fa783-5639-4449-8d80-fc37a0d838d9","resolution":{"observed_at":"2026-07-31T01:04:32.736736Z","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":"2026-07-31T01:04:32.806304Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:32.806304Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:c7089c5b63f498b36d6265bb518197a0e424f1ae4de510c3aab2877ab3512a5e","observation_id":"416f2b48-9b9c-4410-a224-e5b6e0a67a4b","resolution":{"observed_at":"2026-07-31T01:04:32.806304Z","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":"2026-07-31T01:04:32.872325Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:32.872325Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:d9cfa9c2cfe8199b06475a52a7542f6f6b5b4ed947864f1c1a256520b4ae93d3","observation_id":"e883585c-3623-47c8-9e27-8c33834a9d28","resolution":{"observed_at":"2026-07-31T01:04:32.872325Z","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":"2026-07-31T01:04:32.941202Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:32.941202Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:4be4c65067c75b96e0fd6ee5146691c746601239e6b9599c2165bafa62c2de53","observation_id":"c050369f-268a-4dba-a374-29b40708ea58","resolution":{"observed_at":"2026-07-31T01:04:32.941202Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2501.17811","last_updated":"2025-01-29T18:00:19Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-01-29T18:00:19Z","title":"Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2501.17811","snapshot_observed_at":"2026-07-31T01:04:32.998030Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:32.998030Z"},"links":{"cited_paper":"/paper/2501.17811","citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:b99a112b3fa715699fb256fff8586b8acca054b994d478b3c7ada87b8d845eca","observation_id":"e7e08525-ce1e-4546-b7c7-d463aef1cc69","resolution":{"observed_at":"2026-07-31T01:04:32.998030Z","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":"2026-07-31T01:04:33.038031Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:33.038031Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:4a8f27388dc129fe00d631995c6c11af16a677278361ed3cb393ddca805085d4","observation_id":"8c59b366-7fad-4543-b986-825785e0be61","resolution":{"observed_at":"2026-07-31T01:04:33.038031Z","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":"2026-07-31T01:04:33.100016Z","title":null,"venue":null,"work_id":null,"year":2013},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:33.100016Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:1849f1d5b5def4c0ee704e5d7cd5090c0e15b7001873577170b4811bf2172c16","observation_id":"347e0e47-5c94-44f5-9cae-0639712bb7b8","resolution":{"observed_at":"2026-07-31T01:04:33.100016Z","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":"2026-07-31T01:04:33.154221Z","title":null,"venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:33.154221Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:62c156e3dab5a2ef629d664ecbc038db5356ded411bd698bcdb560f96fec4015","observation_id":"6dd52481-d939-4065-a561-1aa3b8617e52","resolution":{"observed_at":"2026-07-31T01:04:33.154221Z","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":"2026-07-31T01:04:33.215759Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:33.215759Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:6d4e9d8acbe785199cc49f4711d6ec351bc464cf08c857ede9818a7fa5faf2fa","observation_id":"995d63b1-8d92-4504-a7be-7b50d259acf8","resolution":{"observed_at":"2026-07-31T01:04:33.215759Z","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":"2026-07-31T01:04:33.351471Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:33.351471Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:289350ce5ec2bd9f443b67712619638fc38c80b4212a4f262df7553c75f97a99","observation_id":"fb985261-5b2d-4d77-8c51-27c61a5af15c","resolution":{"observed_at":"2026-07-31T01:04:33.351471Z","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":"2026-07-31T01:04:33.558142Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:33.558142Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:80a56bc987ac53e9d721525ef05c92bdd817917800c4081e1077fbfd2d5d3833","observation_id":"0ed22e5c-f2fd-4c57-bfe6-489d2c228193","resolution":{"observed_at":"2026-07-31T01:04:33.558142Z","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":"2026-07-31T01:04:33.705415Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:33.705415Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:7c17164345c0e851dc8cc650a191bbb3ab050a88ce843b44c153e3719e35eba1","observation_id":"2c499c3c-e258-41a9-9b9f-08a020bfed10","resolution":{"observed_at":"2026-07-31T01:04:33.705415Z","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":"2026-07-31T01:04:33.814015Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:33.814015Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:d8074600b7672da38b6c9a7980fe6ede80959f0d951d2355f2c83bb63b14b614","observation_id":"062ff0b0-f914-49bc-be65-cbd76f23e43b","resolution":{"observed_at":"2026-07-31T01:04:33.814015Z","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":"2026-07-31T01:04:33.928297Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:33.928297Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:0721481efd920837c83a5a26d4ae33c13c86135503d3690463e7629723bf53da","observation_id":"13dfe428-fbcb-49ae-8c5e-f984cd29eb91","resolution":{"observed_at":"2026-07-31T01:04:33.928297Z","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":"2026-07-31T01:04:34.044292Z","title":null,"venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:34.044292Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:288683094c67ef5e3bfae4096e5141b77baecda186d1ce1d17bb0be491c2901a","observation_id":"e59297c2-e66d-40d7-a713-7ca5788ea16e","resolution":{"observed_at":"2026-07-31T01:04:34.044292Z","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":"2026-07-31T01:04:34.164830Z","title":null,"venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:34.164830Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:89166caa001ddd6a1ad1fb3211429f95187449ff2237f15767c7ce2815103092","observation_id":"23e86718-2491-4a04-a62c-a0d9f9899db9","resolution":{"observed_at":"2026-07-31T01:04:34.164830Z","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":"2026-07-31T01:04:34.224178Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:34.224178Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:4bb928e3ec6318bf7167d74aa01746406fb7971d3213fd0f55b1d900b8c37719","observation_id":"313702f3-622f-4de1-a3eb-b1b61dd421d7","resolution":{"observed_at":"2026-07-31T01:04:34.224178Z","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":"2026-07-31T01:04:34.295671Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:34.295671Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:9b0b4d363ba518299808d527af3e5ec86dbf820453e8b633faccb439983bf080","observation_id":"dae6d3ab-f0e0-4f4a-b70a-68415a58ae2f","resolution":{"observed_at":"2026-07-31T01:04:34.295671Z","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":"2026-07-31T01:04:34.350272Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:34.350272Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:5208df699976f25d80200ff2cccd62147d1ee6d931f1181d3d7e35330fa2555e","observation_id":"2a0d5d0c-5977-4be9-8d5c-1a10842d68a9","resolution":{"observed_at":"2026-07-31T01:04:34.350272Z","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":"2026-07-31T01:04:34.407006Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:34.407006Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:f8a8aa4d6094c5a6074261e46c988c9349079abb011da0feea0fabfcc9d71f5e","observation_id":"97ffff9c-af78-4cc2-9efe-da95c1e9faf9","resolution":{"observed_at":"2026-07-31T01:04:34.407006Z","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":"2026-07-31T01:04:34.515729Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:34.515729Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:a3fe3c1a11859914f6764ec0c5a0f7db32d780887863c0dc01a0747c42586e1d","observation_id":"d8292a51-ca24-4a55-a66e-f1e33869f283","resolution":{"observed_at":"2026-07-31T01:04:34.515729Z","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":"2026-07-31T01:04:34.565422Z","title":null,"venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:34.565422Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:f03cc9fb943aca871e5f447b6867ca3f9096c0e2766a07e8ded3dc846038ddfa","observation_id":"1545483f-bdbf-4f83-80ec-66d9aae5427b","resolution":{"observed_at":"2026-07-31T01:04:34.565422Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2412.10372","last_updated":"2024-12-13T18:59:40Z","snapshot_observed_at":"2026-07-06T20:06:43.917795Z","submitted_at":"2024-12-13T18:59:40Z","title":"UniMed-CLIP: Towards a Unified Image-Text Pretraining Paradigm for Diverse Medical Imaging Modalities","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.10372","snapshot_observed_at":"2026-07-31T01:04:34.630216Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:34.630216Z"},"links":{"cited_paper":"/paper/2412.10372","citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:91f24ec943fecae7a0086bdb7ffcdd68eca7ee16fd9dafb6dfdd692e3acc7216","observation_id":"0c1af403-87ac-4168-8c6d-edc4e99205eb","resolution":{"observed_at":"2026-07-31T01:04:34.630216Z","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":"2026-07-31T01:04:34.729267Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:34.729267Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:9ade2dce3b3871f7c55edf65757bd0c313682f9d9eb6ec4d2091a77713a0d27b","observation_id":"6cd6ae1f-14e5-4623-8e46-0a6cd4263ac7","resolution":{"observed_at":"2026-07-31T01:04:34.729267Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.24378","last_updated":"2025-05-30T09:08:52Z","snapshot_observed_at":"2026-08-08T15:40:29.502616Z","submitted_at":"2025-05-30T09:08:52Z","title":"Mastering Massive Multi-Task Reinforcement Learning via Mixture-of-Expert Decision Transformer","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.24378","snapshot_observed_at":"2026-07-31T01:04:34.849053Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:34.849053Z"},"links":{"cited_paper":"/paper/2505.24378","citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:4c32e496c0daecb8fdce5ebbad898edbc0ceffb7d36f321e7f57478ce6ee4022","observation_id":"30b098a4-16bc-4552-8798-af175af70b62","resolution":{"observed_at":"2026-07-31T01:04:34.849053Z","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":"2026-07-31T01:04:34.898356Z","title":null,"venue":null,"work_id":null,"year":2003},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:34.898356Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:4e9b5945468439cd473f00ceb04f6807ef09ea5190d0c0822c6f3a7cb36cd75b","observation_id":"b6833870-758a-445e-a166-6f63763b5747","resolution":{"observed_at":"2026-07-31T01:04:34.898356Z","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":"2026-07-31T01:04:34.994747Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:34.994747Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:5c7e071437459b9fc06c22e4e60d5ea921601d781953e1c0159f22c5e24919ce","observation_id":"a92827a9-ff7f-4145-acea-0843218ae1ca","resolution":{"observed_at":"2026-07-31T01:04:34.994747Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2005.01643","last_updated":"2020-11-01T23:50:25Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2020-05-04T17:00:15Z","title":"Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2005.01643","snapshot_observed_at":"2026-07-31T01:04:35.073728Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:35.073728Z"},"links":{"cited_paper":"/paper/2005.01643","citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:b05b6653e791cb1e1b4e109f92ebb25081809d99ccb0f5f913c65920f4d42853","observation_id":"ff5a4261-a1b5-4937-9814-8dfddb103d09","resolution":{"observed_at":"2026-07-31T01:04:35.073728Z","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":"2026-07-31T01:04:35.197671Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:35.197671Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:72319284b3588f03d11db2fc91c6358378a46398235ef34d1856aed4f4fda46c","observation_id":"14c48cf5-9320-49cc-9724-c2101f978f39","resolution":{"observed_at":"2026-07-31T01:04:35.197671Z","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":"2026-07-31T01:04:35.346989Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:35.346989Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:492baca022add18bcaad7a11cb5635e82caa85f5310adf3c4ec2dc8c4e16c81f","observation_id":"7d2b020e-e995-44d4-af7f-cd866d44ced4","resolution":{"observed_at":"2026-07-31T01:04:35.346989Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.18814","last_updated":"2024-03-27T17:59:04Z","snapshot_observed_at":"2026-07-31T05:41:28.385099Z","submitted_at":"2024-03-27T17:59:04Z","title":"Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.18814","snapshot_observed_at":"2026-07-31T01:04:35.429543Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:35.429543Z"},"links":{"cited_paper":"/paper/2403.18814","citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:f8434e21b9b5eff929af998e77cf61725d3fa2bb039f8615b457f9e672f60e8a","observation_id":"0045b86e-9056-4df2-b47b-e9b4e4c33130","resolution":{"observed_at":"2026-07-31T01:04:35.429543Z","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":"2026-07-31T01:04:35.530974Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:35.530974Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:3dbc6fc71c3dd794d7a3287a661087cde933d29ce870ce1df904141a42ed044a","observation_id":"5db2cb00-24d8-4299-9951-726bc392ffad","resolution":{"observed_at":"2026-07-31T01:04:35.530974Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2205.09669","last_updated":"2022-09-02T04:48:56Z","snapshot_observed_at":"2026-08-04T11:25:35.905864Z","submitted_at":"2022-05-19T16:30:31Z","title":"Semi-WTC: A Practical Semi-supervised Framework for Attack Categorization through Weight-Task Consistency","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2205.09669","snapshot_observed_at":"2026-07-31T01:04:35.605699Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:35.605699Z"},"links":{"cited_paper":"/paper/2205.09669","citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:29ef1becb2a154189f69f923a3ecaebe8f59b722fa6aad5d5be907badf908790","observation_id":"f597d98c-11be-4c43-8043-06bfd216f614","resolution":{"observed_at":"2026-07-31T01:04:35.605699Z","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":"2026-07-31T01:04:35.667195Z","title":"Kinahan, and Qingqi Hong","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:35.667195Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:9f9aca4c6c50e58b3b896cc0def2fe866f7d05b3182389b95d280118d89dbbb7","observation_id":"e671beee-e0b5-4851-9842-a38f3982dd93","resolution":{"observed_at":"2026-07-31T01:04:35.667195Z","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":"2026-07-31T01:04:35.773925Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:35.773925Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:f183d023f866030ea9f1670163ef8ab7ebc8d6633525ca2a60ef1d260cb4071e","observation_id":"e4e05d06-610b-481b-81e8-ede5acbbc368","resolution":{"observed_at":"2026-07-31T01:04:35.773925Z","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":"2026-07-31T01:04:35.843905Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:35.843905Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:da21b0f88c3e2c3c3e6d86871f010b16e4f74ac0f40f2c2e80596c4f16e43d6e","observation_id":"07a1809b-ec7b-4a6c-8533-65c5568d81b1","resolution":{"observed_at":"2026-07-31T01:04:35.843905Z","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":"2026-07-31T01:04:35.953391Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:35.953391Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:6e1787a82febf2b68db8a7d9f23125b7b21bcd1283b55185037349b9b2c0a4b2","observation_id":"da1bad22-b348-4cb4-a3e3-cb8b5c5724c5","resolution":{"observed_at":"2026-07-31T01:04:35.953391Z","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":"2026-07-31T01:04:36.043861Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:36.043861Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:b06f7196082c924be92e6d7ff84fd2628b78b304d9dce36567b12a86577a3859","observation_id":"b9852b0b-046b-49f9-be51-fca7b2329e80","resolution":{"observed_at":"2026-07-31T01:04:36.043861Z","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":"2026-07-31T01:04:36.115150Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:36.115150Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:a2a6b802645c242461264face07561600aaf76847ca73cad284dfb2c137cf285","observation_id":"d66163ca-2c9b-4322-a747-4cc7bd5bf7ee","resolution":{"observed_at":"2026-07-31T01:04:36.115150Z","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":"2026-07-31T01:04:36.193988Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:36.193988Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:3f53d25098c38b40c374078c725e4960a1e776aebb797a195552f12deb372a85","observation_id":"964ead24-5618-48be-8777-55546a94ef37","resolution":{"observed_at":"2026-07-31T01:04:36.193988Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2508.16085","last_updated":"2025-08-22T04:36:10Z","snapshot_observed_at":"2026-08-08T04:32:38.714256Z","submitted_at":"2025-08-22T04:36:10Z","title":"Ensemble learning of foundation models for precision oncology","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2508.16085","snapshot_observed_at":"2026-07-31T01:04:36.353750Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:36.353750Z"},"links":{"cited_paper":"/paper/2508.16085","citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:ab77152b285a227d50d318c6c3a9c30828b49ee5a40948f77accf20d87e68090","observation_id":"0fd2d6e1-547c-400f-9809-4f972ef3200f","resolution":{"observed_at":"2026-07-31T01:04:36.353750Z","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":"2026-07-31T01:04:36.421371Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:36.421371Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:2daaff1d08ead544d4d4c1fc1ae3648491ad0aea112c1617b690e3c15bf71fd6","observation_id":"7bc8917e-ff8e-42e5-bc4a-5abfd22c1919","resolution":{"observed_at":"2026-07-31T01:04:36.421371Z","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":"2026-07-31T01:04:36.510685Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:36.510685Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:c4a9473868813905dd7d303b2bd03ac37923f7076b6d696dd8977849811a4dbb","observation_id":"55df4134-760d-4949-be19-1a852717e0d9","resolution":{"observed_at":"2026-07-31T01:04:36.510685Z","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":"2026-07-31T01:04:36.582077Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:36.582077Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:3daf1348cb55fa81205e8bd601b3057719b39f3c4ca57723bb8c580a5ea07b08","observation_id":"f155f3fb-5b5c-43db-9585-720d07b21a76","resolution":{"observed_at":"2026-07-31T01:04:36.582077Z","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":"2026-07-31T01:04:36.719689Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:36.719689Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:dc53756bfa89d486e23ac1c3d6bcc9f9e998f37252bd61af8bb62a0c0a2adc57","observation_id":"a95713dc-a2c0-4392-9dec-8c06808dac24","resolution":{"observed_at":"2026-07-31T01:04:36.719689Z","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":"2026-07-31T01:04:36.805518Z","title":null,"venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:36.805518Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:636986c71e79fe43b017c0bdc1df061295f5f8e44e784475f9e0db23d8561b66","observation_id":"8b57f5de-43a4-4ac6-a4f9-4b9eadf412a1","resolution":{"observed_at":"2026-07-31T01:04:36.805518Z","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":"2026-07-31T01:04:36.870276Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:36.870276Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:31bb01003adb253b2caa4674172d19750af034512d0347e699a63b534c139283","observation_id":"f84421f8-403d-403c-9ae3-b03a5b2a03fa","resolution":{"observed_at":"2026-07-31T01:04:36.870276Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2005.06465","last_updated":"2020-05-13T13:04:37Z","snapshot_observed_at":"2026-08-04T06:53:47.606776Z","submitted_at":"2020-05-13T13:04:37Z","title":"MosMedData: Chest CT Scans With COVID-19 Related Findings Dataset","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2005.06465","snapshot_observed_at":"2026-07-31T01:04:36.956206Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:36.956206Z"},"links":{"cited_paper":"/paper/2005.06465","citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:036aed9fbaa880bde9556084dd1579b78596a0c66e93b956ab8768221ea87ff5","observation_id":"89495090-524f-48ed-a75e-4936678f347d","resolution":{"observed_at":"2026-07-31T01:04:36.956206Z","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":"2026-07-31T01:04:37.030295Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:37.030295Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:709c3482614c3880f715bb9b2e741d46d1d09799ff24966492b5519329d8dc67","observation_id":"806268aa-c67f-408a-9263-f2c2e907583f","resolution":{"observed_at":"2026-07-31T01:04:37.030295Z","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":"2026-07-31T01:04:37.091276Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:37.091276Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:e05ff7fa96ced5b321dc6d58bd39a1411df1d128e3797e9cbce1d2d8540afed9","observation_id":"0b2a9f96-e28a-4a55-8b7f-d2fd9ccb2c1f","resolution":{"observed_at":"2026-07-31T01:04:37.091276Z","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":"2026-07-31T01:04:37.174281Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:37.174281Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:2bf2dbd4bb1cf702bfcbb85611c195aafbdab6f0e17dbc328ea64275e25b5559","observation_id":"c002dbd4-8dd0-45d0-9d13-defc5b63a273","resolution":{"observed_at":"2026-07-31T01:04:37.174281Z","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":"2026-07-31T01:04:37.258864Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:37.258864Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:2784a4c9e25a7ed4250db25f99a9fc102ed8e4c09c4be5723c594449182c191c","observation_id":"784fdba6-7cc6-46aa-9839-a2eff7d5205e","resolution":{"observed_at":"2026-07-31T01:04:37.258864Z","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":"2026-07-31T01:04:37.319492Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:37.319492Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:90816779e32007f75147e8e9f56dc3136246d4d605166b7aed4c133b25b3dade","observation_id":"3057f592-4bd8-47e6-925e-84ed70e855b6","resolution":{"observed_at":"2026-07-31T01:04:37.319492Z","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":"2026-07-31T01:04:37.436160Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:37.436160Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:b951b5e2665c3333ecff810b03dd6d3c69dd9cb2ee4d91b31728031fe51e3695","observation_id":"b8842818-52e1-4476-ad93-83cf74e38f87","resolution":{"observed_at":"2026-07-31T01:04:37.436160Z","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":"2026-07-31T01:04:37.512163Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:37.512163Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:6d1a63136865939d392178a2f126f46d1a86b0a165f2fed01953897e180238cf","observation_id":"b542cf6a-d3d7-4a87-9ada-47e6d01e83a1","resolution":{"observed_at":"2026-07-31T01:04:37.512163Z","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":"2026-07-31T01:04:37.584015Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:37.584015Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:354bc39467bd98ae2aba8616972a3c43ee274d7d5779d1a98cbb8df8a011ef03","observation_id":"a1198bb3-8ef0-42c9-a1c7-2732757e14fc","resolution":{"observed_at":"2026-07-31T01:04:37.584015Z","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":"2026-07-31T01:04:37.678302Z","title":null,"venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:37.678302Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:7f3bd5381aa1c119cc82ac9b71fe93617199df618134431fabc1954a800caec4","observation_id":"e024b357-61fd-4ce6-937c-e0ffcf90298e","resolution":{"observed_at":"2026-07-31T01:04:37.678302Z","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":"2026-07-31T01:04:37.735449Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:37.735449Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:b5675b3a214dd1fdece3bab5cd53bb34217d53bee6b788a76ea063a4e55d054a","observation_id":"f2c796e4-ef8a-4ca5-9b85-a7f8a5730e79","resolution":{"observed_at":"2026-07-31T01:04:37.735449Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1701.06538","last_updated":"2017-01-23T18:10:00Z","snapshot_observed_at":"2026-07-06T05:27:13.416519Z","submitted_at":"2017-01-23T18:10:00Z","title":"Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1701.06538","snapshot_observed_at":"2026-07-31T01:04:37.827327Z","title":null,"venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:37.827327Z"},"links":{"cited_paper":"/paper/1701.06538","citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:419d468bca81f263b16ac6d975af3c2ca15ff860b0eef2cf909ddf50f38a8298","observation_id":"3b2d7f80-45c3-4bf4-aca8-a7b77c0494fc","resolution":{"observed_at":"2026-07-31T01:04:37.827327Z","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":"2026-07-31T01:04:37.915926Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:37.915926Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:765ddbb75e59dcf2e15d8fd46a24d96a9e9093630309733cb84685de1c050624","observation_id":"a387d06a-bf82-4803-8899-fb97c0f4ef76","resolution":{"observed_at":"2026-07-31T01:04:37.915926Z","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":"2026-07-31T01:04:37.952144Z","title":null,"venue":null,"work_id":null,"year":2003},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:37.952144Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:d7eba2409fc53f175a5ba674c02abb0a21e2a17dd9e56adb26743ce5b8f00198","observation_id":"a995f588-076f-4460-903b-d5820e3cfa24","resolution":{"observed_at":"2026-07-31T01:04:37.952144Z","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":"2026-07-31T01:04:38.001917Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:38.001917Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:7818adc359138821e5071f58610cb44187e3b5e66237f1d2afd47152829af462","observation_id":"9b2b289b-53c5-4e8d-810f-4277793e5d1c","resolution":{"observed_at":"2026-07-31T01:04:38.001917Z","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":"2026-07-31T01:04:38.118525Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":65,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:38.118525Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:c06e5ac943d7913679ad099e951944bf3f501d7b3bdc1ec0da677ce0d52cd610","observation_id":"80e13255-2256-42e1-b895-aede115bad36","resolution":{"observed_at":"2026-07-31T01:04:38.118525Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.04692","last_updated":"2024-06-07T07:04:10Z","snapshot_observed_at":"2026-08-07T21:51:22.136369Z","submitted_at":"2024-06-07T07:04:10Z","title":"Mixture-of-Agents Enhances Large Language Model Capabilities","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.04692","snapshot_observed_at":"2026-07-31T01:04:38.212383Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":66,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:38.212383Z"},"links":{"cited_paper":"/paper/2406.04692","citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:40c2ddd702a11aa8d6fbdfb6c01f0451b1e79be67418786c6f92a1bf4dfe5592","observation_id":"f8dce2c4-29d6-4ce1-a438-aed76d315348","resolution":{"observed_at":"2026-07-31T01:04:38.212383Z","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":"2026-07-31T01:04:38.271342Z","title":null,"venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":67,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:38.271342Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:8cbd2b269ad3648ec6a17f08e53035e17c7725e0124751fc31e49919f4809269","observation_id":"39ef1e3c-119d-4790-a8fa-6b0b963f6cec","resolution":{"observed_at":"2026-07-31T01:04:38.271342Z","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":"2026-07-31T01:04:38.322100Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":68,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:38.322100Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:420a640102dc1074e284e295122af48e09d4a5232a3ad5e0a07cd7da7218c76c","observation_id":"8b8c3d2d-c0b6-4972-9108-bc49c0181775","resolution":{"observed_at":"2026-07-31T01:04:38.322100Z","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":"2026-07-31T01:04:38.387491Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":69,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:38.387491Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:9437c3834f37a85dc92c6d5175c7573b77b37347f874f8eebe6cb440a50f1eeb","observation_id":"d8e2a954-662e-45b9-aba1-06baea1e74a5","resolution":{"observed_at":"2026-07-31T01:04:38.387491Z","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":"2026-07-31T01:04:38.452421Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":70,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:38.452421Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:cda8948a3d32be1840888eec44e7ab1d5b85ae9a1a1da4f2e0ff137b3fad9f4a","observation_id":"338eb182-32ea-43cb-a9ad-46c9ad9070eb","resolution":{"observed_at":"2026-07-31T01:04:38.452421Z","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":"2026-07-31T01:04:38.587339Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":71,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:38.587339Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:3108f53f9b90f246a0cd5ed42f42e4f301bf4341f51c6f53d93472fb040cc1ca","observation_id":"7c37ca0d-5120-4aa1-9ff6-9f3d97151718","resolution":{"observed_at":"2026-07-31T01:04:38.587339Z","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":"2026-07-31T01:04:38.652649Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":72,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:38.652649Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:f814af6ee487b7cec2836fe7a06b95e8f0ebaae1c1d0afcb30d58b104d93eae9","observation_id":"82ebdc45-d41c-4107-b7e6-16477688204e","resolution":{"observed_at":"2026-07-31T01:04:38.652649Z","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":"2026-07-31T01:04:38.724617Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":73,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:38.724617Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:a5dac52ba95a0b178e899e733a757f3ebf27c5dc4c1a92f2aae8ac46f63af1f9","observation_id":"ce8ace50-619b-4427-89c0-7c85d1c6c55d","resolution":{"observed_at":"2026-07-31T01:04:38.724617Z","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":"2026-07-31T01:04:38.796106Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":74,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:38.796106Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:2f1a03782a3386b2f7dd5534c95a37eae371189207fd83a13b7d401f8cea0272","observation_id":"77f9b742-2508-4683-8c50-79c29328009a","resolution":{"observed_at":"2026-07-31T01:04:38.796106Z","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":"2026-07-31T01:04:38.855620Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":75,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:38.855620Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:dddc908a6d1efd6b5953b2a0ee4601e97cc784babf94ceb6042abed9d71b52ac","observation_id":"6f6de664-ca8a-4bbe-9f75-0210aeffb7fe","resolution":{"observed_at":"2026-07-31T01:04:38.855620Z","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":"2026-07-31T01:04:38.928367Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":76,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:38.928367Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:9fefb5dc2b53ceae07ef9421ab632059f667e7fc6a8f38ed82278e6d88375ff8","observation_id":"9590be37-f940-46cc-8d37-057c1c5c6e6b","resolution":{"observed_at":"2026-07-31T01:04:38.928367Z","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":"2026-07-31T01:04:39.005323Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":77,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:39.005323Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:9ce495556465a5198e88bb65718023f91ed3aa07c55764b161ecb1e6fb3dd3d3","observation_id":"9a15364e-f26b-40ee-97ee-bd41749bde26","resolution":{"observed_at":"2026-07-31T01:04:39.005323Z","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":"2026-07-31T01:04:39.047948Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":78,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:39.047948Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:db34c5b1cca0eda99256730f9241157d9c9cb2ee38f8ba085de1c1ecd4ba96da","observation_id":"4dc41357-9165-473e-8623-9eb0621c0d07","resolution":{"observed_at":"2026-07-31T01:04:39.047948Z","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":"2026-07-31T01:04:39.108084Z","title":"simply using more models","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":79,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:39.108084Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:ee94f8398fdbbf225146fa5c48d974e3fbed4699550ffa200dc924cb553a8419","observation_id":"cea9df70-6a09-4299-9d4e-6f0251921635","resolution":{"observed_at":"2026-07-31T01:04:39.108084Z","resolver_source":null,"status":"malformed_identifier"},"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":"2026-07-31T01:04:39.175120Z","title":"zero- retraining","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":86,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:39.175120Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:52510e524fe87ff5503804cab7019d0c653dff38e140a080248989503464f606","observation_id":"f5026eb4-429a-4523-87e0-7707ffdca5ad","resolution":{"observed_at":"2026-07-31T01:04:39.175120Z","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":"2026-07-31T01:04:34.465901Z","title":"InProceedings of the IEEE conference on computer vision and pattern recognition","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":2017,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:34.465901Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:be2d21832e838f0fd5e051caef56515b95f6156057380f4d66ae47aa0ca5ff2e","observation_id":"b72fcd32-1d9b-4a93-9d34-c3e3432aab0e","resolution":{"observed_at":"2026-07-31T01:04:34.465901Z","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":"2026-07-31T01:04:36.273426Z","title":"Advances in neural information processing systems32 (2019)","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":2019,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:36.273426Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:25c9a7f56fe3171b3f64766d72c449beec8d77226e92e6c519b2192a36c2b559","observation_id":"ac6789a4-ce36-445a-a265-f41ff8bf8e88","resolution":{"observed_at":"2026-07-31T01:04:36.273426Z","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":"2026-07-31T01:04:38.157205Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":2022,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:38.157205Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:e4a9b3398ea47fd5b546533ab92e518011c50fd3eedbe25ef157e95430b05dbd","observation_id":"72f69634-940c-496b-b57a-6358f071997e","resolution":{"observed_at":"2026-07-31T01:04:38.157205Z","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":"2026-07-31T01:04:37.384347Z","title":"10237–10257","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":2023,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:37.384347Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:8bdc0455d8dfe9e253a53529449addd0ee3e415c9fcf5f86d1d5ad615a0707ba","observation_id":"bcbaeffd-1170-49f7-9273-4a95e990ae0b","resolution":{"observed_at":"2026-07-31T01:04:37.384347Z","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":"2026-07-31T01:04:38.517870Z","title":"InInternational Conference on Medical Image Computing and Computer-Assisted Intervention","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":2024,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:38.517870Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:9be7aec7541c0787676a10fdb1c3322e9b1961a315504e7c4435feab54e3cd5c","observation_id":"cb4d23c8-1fef-45f8-958b-d255d602f2f2","resolution":{"observed_at":"2026-07-31T01:04:38.517870Z","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":"2026-07-31T01:04:38.054453Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis","version":1},"reference_index":2025,"source":"pdf_text","source_observed_at":"2026-07-31T01:04:38.054453Z"},"links":{"citing_paper":"/paper/2607.25108"},"observation_digest":"sha256:4524d0759dacc36b47fea30109935a5aaeb249643f76634535681c20de560bd2","observation_id":"2405bf7d-79d1-4a98-a805-a6d160f714f8","resolution":{"observed_at":"2026-07-31T01:04:38.054453Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2607.25108","last_updated":"2026-07-27T22:12:45Z","latest_version":1,"primary_category":"cs.CV","snapshot_observed_at":"2026-08-10T00:18:57.693622Z","submitted_at":"2026-07-27T22:12:45Z","title":"OPERA: Offline Policy-guided Expert Routing and Adaptation for Universal Biomedical Image Analysis"},"reference_resolution":{"displayed":86,"state_counts":{"malformed_identifier":1,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":85,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":86},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"thesis":"As of 10 August 2026, this Paper Citation Record lists 86 of 86 outbound references and 0 inbound Pith citation observations for arXiv:2607.25108."}