{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:4NIZJOFUT6UPPY5K7OJID4BAAY","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":"6f8c51f2a558fc0e462c442f39f726d094b9e429949cbb2de754fb8739a2abfd","cross_cats_sorted":["cs.AI","cs.CV","cs.LG","q-bio.QM"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"eess.IV","submitted_at":"2025-07-22T16:51:53Z","title_canon_sha256":"010e892b8f985959b7862996d11e901f4f5c8dfe80ac5a2e6496b9da7c1ec091"},"schema_version":"1.0","source":{"id":"2507.17845","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.17845","created_at":"2026-07-05T11:42:36Z"},{"alias_kind":"arxiv_version","alias_value":"2507.17845v1","created_at":"2026-07-05T11:42:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.17845","created_at":"2026-07-05T11:42:36Z"},{"alias_kind":"pith_short_12","alias_value":"4NIZJOFUT6UP","created_at":"2026-07-05T11:42:36Z"},{"alias_kind":"pith_short_16","alias_value":"4NIZJOFUT6UPPY5K","created_at":"2026-07-05T11:42:36Z"},{"alias_kind":"pith_short_8","alias_value":"4NIZJOFU","created_at":"2026-07-05T11:42:36Z"}],"graph_snapshots":[{"event_id":"sha256:2b429617a1d4159cad7d0634bc52e802cc5e3421bbac77f2487e07d3c5cb67eb","target":"graph","created_at":"2026-07-05T11:42:36Z","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/2507.17845/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Biomedical Foundation Models (FMs) are rapidly transforming AI-enabled healthcare research and entering clinical validation. However, their susceptibility to learning non-biological technical features -- including variations in surgical/endoscopic techniques, laboratory procedures, and scanner hardware -- poses risks for clinical deployment. We present the first systematic investigation of pathology FM robustness to non-biological features. Our work (i) introduces measures to quantify FM robustness, (ii) demonstrates the consequences of limited robustness, and (iii) proposes a framework for FM","authors_text":"Edwin D. de Jong, Eric Marcus, Frederick Klauschen, Hannah Marienwald, Jonah K\\\"omen, Jonas Dippel, Jonas Teuwen, Julius Hense, Klaus-Robert M\\\"uller, Lukas Ruff, Maximilian Alber, Philip Naumann","cross_cats":["cs.AI","cs.CV","cs.LG","q-bio.QM"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"eess.IV","submitted_at":"2025-07-22T16:51:53Z","title":"Towards Robust Foundation Models for Digital Pathology"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.17845","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:fecd8bcb0b53cd2ed33986c900f8286f43bb9ccd435530055efd9eec2696e00f","target":"record","created_at":"2026-07-05T11:42:36Z","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":"6f8c51f2a558fc0e462c442f39f726d094b9e429949cbb2de754fb8739a2abfd","cross_cats_sorted":["cs.AI","cs.CV","cs.LG","q-bio.QM"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"eess.IV","submitted_at":"2025-07-22T16:51:53Z","title_canon_sha256":"010e892b8f985959b7862996d11e901f4f5c8dfe80ac5a2e6496b9da7c1ec091"},"schema_version":"1.0","source":{"id":"2507.17845","kind":"arxiv","version":1}},"canonical_sha256":"e35194b8b49fa8f7e3aafb9281f020062e404080efe325f89531d83458fa1ad0","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e35194b8b49fa8f7e3aafb9281f020062e404080efe325f89531d83458fa1ad0","first_computed_at":"2026-07-05T11:42:36.177836Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:42:36.177836Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Lx6JVxuaBORCM5ROn1UgqnjMc1NTn0VY6aZKecEC8JbT12vRs6TAuLRHm1/KEl1/zqFbjOWHyqDf//IioMR2AQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:42:36.178298Z","signed_message":"canonical_sha256_bytes"},"source_id":"2507.17845","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fecd8bcb0b53cd2ed33986c900f8286f43bb9ccd435530055efd9eec2696e00f","sha256:2b429617a1d4159cad7d0634bc52e802cc5e3421bbac77f2487e07d3c5cb67eb"],"state_sha256":"368f98b6c5025c8ee5536d7cc32d5258c29fa195041194e4b448fd45e3e0f479"}