{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:HXHVPRJXCYWKF5X6JGCRDX7UQW","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":"4591eb1f361fddaed77596a7cf79c66730590df79ad32e96a726ae5db22a3a5b","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2023-09-08T17:50:55Z","title_canon_sha256":"97e63b5ea43d1f5d82794c083a673590c75fb6b01372fb99f6bdab18b946dc37"},"schema_version":"1.0","source":{"id":"2309.04462","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2309.04462","created_at":"2026-07-05T06:49:00Z"},{"alias_kind":"arxiv_version","alias_value":"2309.04462v1","created_at":"2026-07-05T06:49:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2309.04462","created_at":"2026-07-05T06:49:00Z"},{"alias_kind":"pith_short_12","alias_value":"HXHVPRJXCYWK","created_at":"2026-07-05T06:49:00Z"},{"alias_kind":"pith_short_16","alias_value":"HXHVPRJXCYWKF5X6","created_at":"2026-07-05T06:49:00Z"},{"alias_kind":"pith_short_8","alias_value":"HXHVPRJX","created_at":"2026-07-05T06:49:00Z"}],"graph_snapshots":[{"event_id":"sha256:cb0ee8bd12e67a98942c48928c2dc6c57a60e772b0c388ea8c4c6a26c96af10a","target":"graph","created_at":"2026-07-05T06:49:00Z","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/2309.04462/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Real-world application of chest X-ray abnormality classification requires dealing with several challenges: (i) limited training data; (ii) training and evaluation sets that are derived from different domains; and (iii) classes that appear during training may have partial overlap with classes of interest during evaluation. To address these challenges, we present an integrated framework called Generalized Cross-Domain Multi-Label Few-Shot Learning (GenCDML-FSL). The framework supports overlap in classes during training and evaluation, cross-domain transfer, adopts meta-learning to learn using fe","authors_text":"Aroof Aimen, Arsh Verma, Makarand Tapaswi, Narayanan C. Krishnan","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2023-09-08T17:50:55Z","title":"Generalized Cross-domain Multi-label Few-shot Learning for Chest X-rays"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2309.04462","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:a2c0c6d07d8a2b02a627fea562cc0d5751f0afb7cd130fe87728ebf83787ea15","target":"record","created_at":"2026-07-05T06:49:00Z","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":"4591eb1f361fddaed77596a7cf79c66730590df79ad32e96a726ae5db22a3a5b","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2023-09-08T17:50:55Z","title_canon_sha256":"97e63b5ea43d1f5d82794c083a673590c75fb6b01372fb99f6bdab18b946dc37"},"schema_version":"1.0","source":{"id":"2309.04462","kind":"arxiv","version":1}},"canonical_sha256":"3dcf57c537162ca2f6fe498511dff485bc169a306050cab479af3f8e8c79a010","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3dcf57c537162ca2f6fe498511dff485bc169a306050cab479af3f8e8c79a010","first_computed_at":"2026-07-05T06:49:00.079516Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:49:00.079516Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"s3TPh0MRJhNVlaPwZ3fPskxDPsRTolsnZYG30WX14prMm4/lOEwzJLali6YFnPwXdqs3917opyHhrWFakx/0Aw==","signature_status":"signed_v1","signed_at":"2026-07-05T06:49:00.079915Z","signed_message":"canonical_sha256_bytes"},"source_id":"2309.04462","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a2c0c6d07d8a2b02a627fea562cc0d5751f0afb7cd130fe87728ebf83787ea15","sha256:cb0ee8bd12e67a98942c48928c2dc6c57a60e772b0c388ea8c4c6a26c96af10a"],"state_sha256":"5d8a563b89b50467cf54f5c0a89109a5a8ba2fac5968229a85c9c93e63dcd126"}