{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:EU3AM5LMNQGUUNAJ6V4WKSLIXH","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":"e39564bb6041a3b0815aa8e5511ce1f21d36be9108a2663a6d07693965a47f03","cross_cats_sorted":["cs.AI","eess.IV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-04-24T16:07:31Z","title_canon_sha256":"e5d0943222bfcde7557bf300db0f356cd9d3875053b5d93b22762e01839ebea3"},"schema_version":"1.0","source":{"id":"2404.15946","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.15946","created_at":"2026-07-05T08:11:47Z"},{"alias_kind":"arxiv_version","alias_value":"2404.15946v1","created_at":"2026-07-05T08:11:47Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.15946","created_at":"2026-07-05T08:11:47Z"},{"alias_kind":"pith_short_12","alias_value":"EU3AM5LMNQGU","created_at":"2026-07-05T08:11:47Z"},{"alias_kind":"pith_short_16","alias_value":"EU3AM5LMNQGUUNAJ","created_at":"2026-07-05T08:11:47Z"},{"alias_kind":"pith_short_8","alias_value":"EU3AM5LM","created_at":"2026-07-05T08:11:47Z"}],"graph_snapshots":[{"event_id":"sha256:9ba1e6dfc24cd66a15f056690ea2e9c7bfc98d55f4700d77a7195fbf183f80e1","target":"graph","created_at":"2026-07-05T08:11:47Z","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/2404.15946/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Although fusion of information from multiple views of mammograms plays an important role to increase accuracy of breast cancer detection, developing multi-view mammograms-based computer-aided diagnosis (CAD) schemes still faces challenges and no such CAD schemes have been used in clinical practice. To overcome the challenges, we investigate a new approach based on Contrastive Language-Image Pre-training (CLIP), which has sparked interest across various medical imaging tasks. By solving the challenges in (1) effectively adapting the single-view CLIP for multi-view feature fusion and (2) efficie","authors_text":"Bin Zheng, Ella Salari, Mingzhe Hu, Richard L.J. Qiu, Xiaofeng Yang, Xiaoqian Chen, Xuxin Chen, Yuheng Li","cross_cats":["cs.AI","eess.IV"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-04-24T16:07:31Z","title":"Mammo-CLIP: Leveraging Contrastive Language-Image Pre-training (CLIP) for Enhanced Breast Cancer Diagnosis with Multi-view Mammography"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.15946","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:d8907a9d5a013356f2dff7e348e304b4fbf18508abb74a9200893eb416115fdc","target":"record","created_at":"2026-07-05T08:11:47Z","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":"e39564bb6041a3b0815aa8e5511ce1f21d36be9108a2663a6d07693965a47f03","cross_cats_sorted":["cs.AI","eess.IV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-04-24T16:07:31Z","title_canon_sha256":"e5d0943222bfcde7557bf300db0f356cd9d3875053b5d93b22762e01839ebea3"},"schema_version":"1.0","source":{"id":"2404.15946","kind":"arxiv","version":1}},"canonical_sha256":"253606756c6c0d4a3409f579654968b9c907b5777df1564edf7dd21b1a9741c4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"253606756c6c0d4a3409f579654968b9c907b5777df1564edf7dd21b1a9741c4","first_computed_at":"2026-07-05T08:11:47.721814Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:11:47.721814Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"vjHf08NVD+Z99/juKfIhdDPMEsbF9OhtiqnmRl1327HyD0IeY8Fpr2spgykHGhu6PoCoq1bau0MfKM+i1VBTCg==","signature_status":"signed_v1","signed_at":"2026-07-05T08:11:47.722241Z","signed_message":"canonical_sha256_bytes"},"source_id":"2404.15946","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d8907a9d5a013356f2dff7e348e304b4fbf18508abb74a9200893eb416115fdc","sha256:9ba1e6dfc24cd66a15f056690ea2e9c7bfc98d55f4700d77a7195fbf183f80e1"],"state_sha256":"ef32b8b8deb8d2faca71f5ced11f8ec5f539f488407660f96ea1ea04fac5aba1"}