{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:WKSJXBFT5IYJ7XT7PLHL3JMDO6","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":"a0393ffc27e9ea7be5ab1ed262c7c3d96393986912a6131d030524696af788a8","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-11-05T12:24:28Z","title_canon_sha256":"681c976d0734f271a83324ec2702a86bae5b7201f104c9c3c45a3376edb1c218"},"schema_version":"1.0","source":{"id":"2411.03041","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.03041","created_at":"2026-07-05T09:31:24Z"},{"alias_kind":"arxiv_version","alias_value":"2411.03041v1","created_at":"2026-07-05T09:31:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.03041","created_at":"2026-07-05T09:31:24Z"},{"alias_kind":"pith_short_12","alias_value":"WKSJXBFT5IYJ","created_at":"2026-07-05T09:31:24Z"},{"alias_kind":"pith_short_16","alias_value":"WKSJXBFT5IYJ7XT7","created_at":"2026-07-05T09:31:24Z"},{"alias_kind":"pith_short_8","alias_value":"WKSJXBFT","created_at":"2026-07-05T09:31:24Z"}],"graph_snapshots":[{"event_id":"sha256:6f0e71e508410e05557ef8b34ede1a0ce993f0f0050264090ef39821265ca8dd","target":"graph","created_at":"2026-07-05T09:31:24Z","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/2411.03041/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Semi-supervised learning (SSL) is a popular solution to alleviate the high annotation cost in medical image classification. As a main branch of SSL, consistency regularization engages in imposing consensus between the predictions of a single sample from different views, termed as Absolute Location consistency (AL-c). However, only AL-c may be insufficient. Just like when diagnosing a case in practice, besides the case itself, the doctor usually refers to certain related trustworthy cases to make more reliable decisions.Therefore, we argue that solely relying on AL-c may ignore the relative dif","authors_text":"Wang Yan, Wu Xi, Yang Yuxiang, Zhang Jianjia, Zhang Qixiang, Zhou Jiliu, Zu Chen","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-11-05T12:24:28Z","title":"Judge Like a Real Doctor: Dual Teacher Sample Consistency Framework for Semi-supervised Medical Image Classification"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.03041","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:b86cf1a881f3d7c483ebd9d4ca1f4731e7aed65005c416f0f1dddfa195e7319f","target":"record","created_at":"2026-07-05T09:31:24Z","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":"a0393ffc27e9ea7be5ab1ed262c7c3d96393986912a6131d030524696af788a8","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-11-05T12:24:28Z","title_canon_sha256":"681c976d0734f271a83324ec2702a86bae5b7201f104c9c3c45a3376edb1c218"},"schema_version":"1.0","source":{"id":"2411.03041","kind":"arxiv","version":1}},"canonical_sha256":"b2a49b84b3ea309fde7f7acebda58377899983012f08854960239e58fe49537f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b2a49b84b3ea309fde7f7acebda58377899983012f08854960239e58fe49537f","first_computed_at":"2026-07-05T09:31:24.085648Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:31:24.085648Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"LyuoVqVxgSpYdA13E3LMCCTuUv4LkKDzNtCffmr7e3LE8aEZfjFP1GG4dr5JQS2ZDLnwpKtqtbxf4wvJcUfGBw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:31:24.086098Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.03041","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b86cf1a881f3d7c483ebd9d4ca1f4731e7aed65005c416f0f1dddfa195e7319f","sha256:6f0e71e508410e05557ef8b34ede1a0ce993f0f0050264090ef39821265ca8dd"],"state_sha256":"3f4ddcc0165db88892299c79e994be01354c3c551512fff6c62c871376d6ed03"}