{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:BOC5Y5ACGANQM3F4K2NGFEJW6G","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":"903584c1575024a9f5cf29a0c3119ebee3c75f65d90a78d6798a9fe82b4406ef","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2017-11-15T19:52:27Z","title_canon_sha256":"d8dca6446d9780dae56bff742ea2d47a30ecda704d8ffa75d476b8ad0ad3b7bf"},"schema_version":"1.0","source":{"id":"1711.05775","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1711.05775","created_at":"2026-07-05T00:09:57Z"},{"alias_kind":"arxiv_version","alias_value":"1711.05775v1","created_at":"2026-07-05T00:09:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1711.05775","created_at":"2026-07-05T00:09:57Z"},{"alias_kind":"pith_short_12","alias_value":"BOC5Y5ACGANQ","created_at":"2026-07-05T00:09:57Z"},{"alias_kind":"pith_short_16","alias_value":"BOC5Y5ACGANQM3F4","created_at":"2026-07-05T00:09:57Z"},{"alias_kind":"pith_short_8","alias_value":"BOC5Y5AC","created_at":"2026-07-05T00:09:57Z"}],"graph_snapshots":[{"event_id":"sha256:06d572b8809c6ffcba1829871f0f845c9ec888d41526b504be6e72b788e1247a","target":"graph","created_at":"2026-07-05T00:09:57Z","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/1711.05775/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We develop an end-to-end training algorithm for whole-image breast cancer diagnosis based on mammograms. It requires lesion annotations only at the first stage of training. After that, a whole image classifier can be trained using only image level labels. This greatly reduced the reliance on lesion annotations. Our approach is implemented using an all convolutional design that is simple yet provides superior performance in comparison with the previous methods. On DDSM, our best single-model achieves a per-image AUC score of 0.88 and three-model averaging increases the score to 0.91. On INbreas","authors_text":"Li Shen","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2017-11-15T19:52:27Z","title":"End-to-end Training for Whole Image Breast Cancer Diagnosis using An All Convolutional Design"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1711.05775","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":"sha256:3612b1a19c519008f302e69c43ff03a158caf6cc588269af6d408346485ca27b","target":"record","created_at":"2026-07-05T00:09:57Z","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":"903584c1575024a9f5cf29a0c3119ebee3c75f65d90a78d6798a9fe82b4406ef","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2017-11-15T19:52:27Z","title_canon_sha256":"d8dca6446d9780dae56bff742ea2d47a30ecda704d8ffa75d476b8ad0ad3b7bf"},"schema_version":"1.0","source":{"id":"1711.05775","kind":"arxiv","version":1}},"canonical_sha256":"0b85dc7402301b066cbc569a629136f1840aaaeb3be6bdd6c2a3b7aae38ef954","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0b85dc7402301b066cbc569a629136f1840aaaeb3be6bdd6c2a3b7aae38ef954","first_computed_at":"2026-07-05T00:09:57.720904Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:09:57.720904Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"9ClgbfzMp+Mxty47okF1GfCT0buFVP5AHy4NTPQupbjgeXBF+Klm6BJBhouuQSmq6xf41h8RsZNOvRUO4D+PBA==","signature_status":"signed_v1","signed_at":"2026-07-05T00:09:57.721297Z","signed_message":"canonical_sha256_bytes"},"source_id":"1711.05775","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3612b1a19c519008f302e69c43ff03a158caf6cc588269af6d408346485ca27b","sha256:06d572b8809c6ffcba1829871f0f845c9ec888d41526b504be6e72b788e1247a"],"state_sha256":"5cb30afd2380a0d99b9952f441a4757c12a534ba51a3f3a250fdbdfe002e11b7"}