{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:TFUHMVWZV622CRUIASV4BEKRL6","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":"120dc5208ced431e58ccc75cc260d9c78b4f439b33235500f95edfd0c4266d4b","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-05-22T22:02:47Z","title_canon_sha256":"62f45d71ef7fa291d7fbf954e76094d36303557cf18ca97e3126028252ccae7e"},"schema_version":"1.0","source":{"id":"2505.17311","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.17311","created_at":"2026-07-05T11:08:24Z"},{"alias_kind":"arxiv_version","alias_value":"2505.17311v1","created_at":"2026-07-05T11:08:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.17311","created_at":"2026-07-05T11:08:24Z"},{"alias_kind":"pith_short_12","alias_value":"TFUHMVWZV622","created_at":"2026-07-05T11:08:24Z"},{"alias_kind":"pith_short_16","alias_value":"TFUHMVWZV622CRUI","created_at":"2026-07-05T11:08:24Z"},{"alias_kind":"pith_short_8","alias_value":"TFUHMVWZ","created_at":"2026-07-05T11:08:24Z"}],"graph_snapshots":[{"event_id":"sha256:f089cac90f3115333fdd4e77fee47024a15b13d3e66c2e31db405d32fb2a745b","target":"graph","created_at":"2026-07-05T11:08:24Z","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/2505.17311/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Unsupervised anomaly detection (UAD) in medical imaging is crucial for identifying pathological abnormalities without requiring extensive labeled data. However, existing diffusion-based UAD models rely solely on imaging features, limiting their ability to distinguish between normal anatomical variations and pathological anomalies. To address this, we propose Diff3M, a multi-modal diffusion-based framework that integrates chest X-rays and structured Electronic Health Records (EHRs) for enhanced anomaly detection. Specifically, we introduce a novel image-EHR cross-attention module to incorporate","authors_text":"Charmgil Hong, Harim Kim, Heeyoul Choi, Minkyu Ahn, Yuhan Wang, Yuyin Zhou","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-05-22T22:02:47Z","title":"Harnessing EHRs for Diffusion-based Anomaly Detection on Chest X-rays"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.17311","kind":"arxiv","version":1},"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:cd443d1b3f475cea8b122c38641b5202a4514e7293c0dbc0ad07c9ef055a1d7d","target":"record","created_at":"2026-07-05T11:08:24Z","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":"120dc5208ced431e58ccc75cc260d9c78b4f439b33235500f95edfd0c4266d4b","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-05-22T22:02:47Z","title_canon_sha256":"62f45d71ef7fa291d7fbf954e76094d36303557cf18ca97e3126028252ccae7e"},"schema_version":"1.0","source":{"id":"2505.17311","kind":"arxiv","version":1}},"canonical_sha256":"99687656d9afb5a1468804abc091515f90865a1ecc72624a610948c2bca278f9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"99687656d9afb5a1468804abc091515f90865a1ecc72624a610948c2bca278f9","first_computed_at":"2026-07-05T11:08:24.216279Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:08:24.216279Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"1ZnHzK98LUteNMrsMnz0FXGN4dcQcDbv5bcmysymXyJQOd/Rb3aV2c+TeyJ5qzETLP6HRKKmTCQejOXwtbBJDg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:08:24.216645Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.17311","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:cd443d1b3f475cea8b122c38641b5202a4514e7293c0dbc0ad07c9ef055a1d7d","sha256:f089cac90f3115333fdd4e77fee47024a15b13d3e66c2e31db405d32fb2a745b"],"state_sha256":"4cce0795595f5c15d737e509baf8065ff380c86664f6ee539d72c561dcf4d1f1"}