{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:DU7JDGA5CA4DP5QPHZOPBNQ7JD","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":"712119b152e4793383de813f957d735068fa28ac98f6cfb774d7eb8c97c0d3ca","cross_cats_sorted":["cs.AI","q-bio.QM"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-11-22T05:36:38Z","title_canon_sha256":"0e8c991c4d2c07d60b1a18e415b70b00bd114e9ddcc248584917efa19b93fbe1"},"schema_version":"1.0","source":{"id":"2411.14743","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.14743","created_at":"2026-07-05T10:35:41Z"},{"alias_kind":"arxiv_version","alias_value":"2411.14743v2","created_at":"2026-07-05T10:35:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.14743","created_at":"2026-07-05T10:35:41Z"},{"alias_kind":"pith_short_12","alias_value":"DU7JDGA5CA4D","created_at":"2026-07-05T10:35:41Z"},{"alias_kind":"pith_short_16","alias_value":"DU7JDGA5CA4DP5QP","created_at":"2026-07-05T10:35:41Z"},{"alias_kind":"pith_short_8","alias_value":"DU7JDGA5","created_at":"2026-07-05T10:35:41Z"}],"graph_snapshots":[{"event_id":"sha256:ad60b0f81853b65130433b5cdab655fd4fef0e833c390fefc70cd74b01cb13da","target":"graph","created_at":"2026-07-05T10:35:41Z","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/2411.14743/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Few-shot learning presents a critical solution for cancer diagnosis in computational pathology (CPath), addressing fundamental limitations in data availability, particularly the scarcity of expert annotations and patient privacy constraints. A key challenge in this paradigm stems from the inherent disparity between the limited training set of whole slide images (WSIs) and the enormous number of contained patches, where a significant portion of these patches lacks diagnostically relevant information, potentially diluting the model's ability to learn and focus on critical diagnostic features. Wh","authors_text":"Conghao Xiong, Hao Chen, Jiabo Ma, Jinzhuo Wang, Lishuang Feng, Qichen Sun, Zhengrui Guo","cross_cats":["cs.AI","q-bio.QM"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-11-22T05:36:38Z","title":"FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.14743","kind":"arxiv","version":2},"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":"sha256:634374ec66b1eb8d346f774889cb2adef3f3ecf1ff780e520f2bd2a39a1d20ee","target":"record","created_at":"2026-07-05T10:35:41Z","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":"712119b152e4793383de813f957d735068fa28ac98f6cfb774d7eb8c97c0d3ca","cross_cats_sorted":["cs.AI","q-bio.QM"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-11-22T05:36:38Z","title_canon_sha256":"0e8c991c4d2c07d60b1a18e415b70b00bd114e9ddcc248584917efa19b93fbe1"},"schema_version":"1.0","source":{"id":"2411.14743","kind":"arxiv","version":2}},"canonical_sha256":"1d3e91981d103837f60f3e5cf0b61f48f2c8718573525e79c0c60ed1b9de340c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1d3e91981d103837f60f3e5cf0b61f48f2c8718573525e79c0c60ed1b9de340c","first_computed_at":"2026-07-05T10:35:41.485170Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:35:41.485170Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"+a3A3rBpC5rncYtwAPM67k28PJEXkdxzNJn1uwHs8e/2f0Yik/NQUtQm0O3KHKVz7dw2ut/bZoUkPBM9YkGeAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:35:41.485702Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.14743","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:634374ec66b1eb8d346f774889cb2adef3f3ecf1ff780e520f2bd2a39a1d20ee","sha256:ad60b0f81853b65130433b5cdab655fd4fef0e833c390fefc70cd74b01cb13da"],"state_sha256":"b79ad8824f0560a0b2fc41389f78a12c2abe6d5aef7069481a0d28c85bad6f35"}