{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:AXKHLEAIOOQF7WEQI7T4X3RNBG","short_pith_number":"pith:AXKHLEAI","canonical_record":{"source":{"id":"2407.15362","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-07-22T04:09:27Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"2144d06713cd999381c2ae07b48def2444d4260027dca04ac635fcb2d3f1948c","abstract_canon_sha256":"f6987b3ed157f95dece548d7bad4fb3ec267a2a8ef0e3efd8ed2808fd0587944"},"schema_version":"1.0"},"canonical_sha256":"05d475900873a05fd89047e7cbee2d0998549c1e81e8ef89d02ae14e050326e2","source":{"kind":"arxiv","id":"2407.15362","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.15362","created_at":"2026-07-05T10:38:34Z"},{"alias_kind":"arxiv_version","alias_value":"2407.15362v3","created_at":"2026-07-05T10:38:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.15362","created_at":"2026-07-05T10:38:34Z"},{"alias_kind":"pith_short_12","alias_value":"AXKHLEAIOOQF","created_at":"2026-07-05T10:38:34Z"},{"alias_kind":"pith_short_16","alias_value":"AXKHLEAIOOQF7WEQ","created_at":"2026-07-05T10:38:34Z"},{"alias_kind":"pith_short_8","alias_value":"AXKHLEAI","created_at":"2026-07-05T10:38:34Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:AXKHLEAIOOQF7WEQI7T4X3RNBG","target":"record","payload":{"canonical_record":{"source":{"id":"2407.15362","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-07-22T04:09:27Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"2144d06713cd999381c2ae07b48def2444d4260027dca04ac635fcb2d3f1948c","abstract_canon_sha256":"f6987b3ed157f95dece548d7bad4fb3ec267a2a8ef0e3efd8ed2808fd0587944"},"schema_version":"1.0"},"canonical_sha256":"05d475900873a05fd89047e7cbee2d0998549c1e81e8ef89d02ae14e050326e2","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:38:34.890568Z","signature_b64":"/iBLNiDJDHIYfrzOPbEMJScus3uTh01RRLczL6mMG0AT1fyQ89PX/SFJ6GbUlPM1H5ofd8XvYBfLYJsknNNcBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"05d475900873a05fd89047e7cbee2d0998549c1e81e8ef89d02ae14e050326e2","last_reissued_at":"2026-07-05T10:38:34.890068Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:38:34.890068Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2407.15362","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:38:34Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"FFKq9fI9d1nhVGY6hUWXCb2Y5aLfM/cmDIFI8xdDOAZvi1zVxIACukaGWYf5p3a6YDVJ8GRvzBVczVSGQQI/BA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T01:04:43.617509Z"},"content_sha256":"a5dd627a047ed649bb0655935a4376a04824c89a4b53406c0a4c50e6b4021ddc","schema_version":"1.0","event_id":"sha256:a5dd627a047ed649bb0655935a4376a04824c89a4b53406c0a4c50e6b4021ddc"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:AXKHLEAIOOQF7WEQI7T4X3RNBG","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"A Multimodal Knowledge-enhanced Whole-slide Pathology Foundation Model","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CV","authors_text":"Anjia Han, Cheng Jin, Chenglong Zhao, Fengtao Zhou, Hao Chen, Huajun Zhou, Huangjing Lin, Jiabo Ma, Jiguang Wang, Jinbang Li, Li Liang, Ronald Cheong Kin Chan, Shu Yang, Xin Wang, Xiuming Zhang, Yihui Wang, Yingxue Xu, Zhengyu Zhang, Zhenhui Li","submitted_at":"2024-07-22T04:09:27Z","abstract_excerpt":"Remarkable strides in computational pathology have been made in the task-agnostic foundation model that advances the performance of a wide array of downstream clinical tasks. Despite the promising performance, there are still several challenges. First, prior works have resorted to either vision-only or image-caption data, disregarding pathology reports with more clinically authentic information from pathologists and gene expression profiles which respectively offer distinct knowledge for versatile clinical applications. Second, the current progress in pathology FMs predominantly concentrates o"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.15362","kind":"arxiv","version":3},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2407.15362/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:38:34Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"kn37oGsiMq0MCqX3VbXzksaaexdACC9WNZYUVR9s6AUqbNZE1wB3iix90V2ms8wmM8kiPh1Rj7qHX62dXkZXAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T01:04:43.618204Z"},"content_sha256":"1b057f8ac8fa17b56525443fd5b049f23ceeae3d32cacbcee364389f27ea5d6e","schema_version":"1.0","event_id":"sha256:1b057f8ac8fa17b56525443fd5b049f23ceeae3d32cacbcee364389f27ea5d6e"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/AXKHLEAIOOQF7WEQI7T4X3RNBG/bundle.json","state_url":"https://pith.science/pith/AXKHLEAIOOQF7WEQI7T4X3RNBG/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/AXKHLEAIOOQF7WEQI7T4X3RNBG/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-07T01:04:43Z","links":{"resolver":"https://pith.science/pith/AXKHLEAIOOQF7WEQI7T4X3RNBG","bundle":"https://pith.science/pith/AXKHLEAIOOQF7WEQI7T4X3RNBG/bundle.json","state":"https://pith.science/pith/AXKHLEAIOOQF7WEQI7T4X3RNBG/state.json","well_known_bundle":"https://pith.science/.well-known/pith/AXKHLEAIOOQF7WEQI7T4X3RNBG/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:AXKHLEAIOOQF7WEQI7T4X3RNBG","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"f6987b3ed157f95dece548d7bad4fb3ec267a2a8ef0e3efd8ed2808fd0587944","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-07-22T04:09:27Z","title_canon_sha256":"2144d06713cd999381c2ae07b48def2444d4260027dca04ac635fcb2d3f1948c"},"schema_version":"1.0","source":{"id":"2407.15362","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.15362","created_at":"2026-07-05T10:38:34Z"},{"alias_kind":"arxiv_version","alias_value":"2407.15362v3","created_at":"2026-07-05T10:38:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.15362","created_at":"2026-07-05T10:38:34Z"},{"alias_kind":"pith_short_12","alias_value":"AXKHLEAIOOQF","created_at":"2026-07-05T10:38:34Z"},{"alias_kind":"pith_short_16","alias_value":"AXKHLEAIOOQF7WEQ","created_at":"2026-07-05T10:38:34Z"},{"alias_kind":"pith_short_8","alias_value":"AXKHLEAI","created_at":"2026-07-05T10:38:34Z"}],"graph_snapshots":[{"event_id":"sha256:1b057f8ac8fa17b56525443fd5b049f23ceeae3d32cacbcee364389f27ea5d6e","target":"graph","created_at":"2026-07-05T10:38:34Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2407.15362/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Remarkable strides in computational pathology have been made in the task-agnostic foundation model that advances the performance of a wide array of downstream clinical tasks. Despite the promising performance, there are still several challenges. First, prior works have resorted to either vision-only or image-caption data, disregarding pathology reports with more clinically authentic information from pathologists and gene expression profiles which respectively offer distinct knowledge for versatile clinical applications. Second, the current progress in pathology FMs predominantly concentrates o","authors_text":"Anjia Han, Cheng Jin, Chenglong Zhao, Fengtao Zhou, Hao Chen, Huajun Zhou, Huangjing Lin, Jiabo Ma, Jiguang Wang, Jinbang Li, Li Liang, Ronald Cheong Kin Chan, Shu Yang, Xin Wang, Xiuming Zhang, Yihui Wang, Yingxue Xu, Zhengyu Zhang, Zhenhui Li","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-07-22T04:09:27Z","title":"A Multimodal Knowledge-enhanced Whole-slide Pathology Foundation Model"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.15362","kind":"arxiv","version":3},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:a5dd627a047ed649bb0655935a4376a04824c89a4b53406c0a4c50e6b4021ddc","target":"record","created_at":"2026-07-05T10:38:34Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"f6987b3ed157f95dece548d7bad4fb3ec267a2a8ef0e3efd8ed2808fd0587944","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-07-22T04:09:27Z","title_canon_sha256":"2144d06713cd999381c2ae07b48def2444d4260027dca04ac635fcb2d3f1948c"},"schema_version":"1.0","source":{"id":"2407.15362","kind":"arxiv","version":3}},"canonical_sha256":"05d475900873a05fd89047e7cbee2d0998549c1e81e8ef89d02ae14e050326e2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"05d475900873a05fd89047e7cbee2d0998549c1e81e8ef89d02ae14e050326e2","first_computed_at":"2026-07-05T10:38:34.890068Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:38:34.890068Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"/iBLNiDJDHIYfrzOPbEMJScus3uTh01RRLczL6mMG0AT1fyQ89PX/SFJ6GbUlPM1H5ofd8XvYBfLYJsknNNcBw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:38:34.890568Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.15362","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a5dd627a047ed649bb0655935a4376a04824c89a4b53406c0a4c50e6b4021ddc","sha256:1b057f8ac8fa17b56525443fd5b049f23ceeae3d32cacbcee364389f27ea5d6e"],"state_sha256":"1dd06ff83a5087475347d4a6d95ed8d27710cf0e947b47a6452fa8efc0bc83cd"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"IAF5e+e2GGEzI6FrjsaTm7XUUl6k5bNSNaXN1NvOKdhUYVbXEsNT5z7FzrKFV9jiidIuv+8ijNKF3SuBuYI5Cg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T01:04:43.623275Z","bundle_sha256":"7133ddf11f2317b502b860c915bbbaef5fc1413b0c3202adf64c8ef1e2141542"}}