{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:P4LGWYUGBZHD2U5RIBOJWG7KPE","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":"5c761e5979886a6c4a18cdd9dde26d57c16712b070bcda8a0bc20377050174f1","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-07-19T03:58:00Z","title_canon_sha256":"b497e44f5514a83ea5dd0c1a3139ff99bbba1a06d9411d194731736221c5e353"},"schema_version":"1.0","source":{"id":"2207.13137","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2207.13137","created_at":"2026-07-05T09:02:52Z"},{"alias_kind":"arxiv_version","alias_value":"2207.13137v2","created_at":"2026-07-05T09:02:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.13137","created_at":"2026-07-05T09:02:52Z"},{"alias_kind":"pith_short_12","alias_value":"P4LGWYUGBZHD","created_at":"2026-07-05T09:02:52Z"},{"alias_kind":"pith_short_16","alias_value":"P4LGWYUGBZHD2U5R","created_at":"2026-07-05T09:02:52Z"},{"alias_kind":"pith_short_8","alias_value":"P4LGWYUG","created_at":"2026-07-05T09:02:52Z"}],"graph_snapshots":[{"event_id":"sha256:b7e76ad176740aef100625a2cd106895a0529e75e7612e1046305a975fe0dd70","target":"graph","created_at":"2026-07-05T09:02:52Z","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/2207.13137/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Few-Shot Classification(FSC) aims to generalize from base classes to novel classes given very limited labeled samples, which is an important step on the path toward human-like machine learning. State-of-the-art solutions involve learning to find a good metric and representation space to compute the distance between samples. Despite the promising accuracy performance, how to model uncertainty for metric-based FSC methods effectively is still a challenge. To model uncertainty, We place a distribution over class probability based on the theory of evidence. As a result, uncertainty modeling and me","authors_text":"Jianzhong He, Jinze Li, Shengsen Wu, Tao Bai, Xiongkun Linghu, Yan Bai, Yihang Lou","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-07-19T03:58:00Z","title":"Bayesian Evidential Learning for Few-Shot Classification"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.13137","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:e0245ccd450eaf53a6983b5852d6f752d08e5d79bed467087a0ef0c813b349ff","target":"record","created_at":"2026-07-05T09:02:52Z","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":"5c761e5979886a6c4a18cdd9dde26d57c16712b070bcda8a0bc20377050174f1","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-07-19T03:58:00Z","title_canon_sha256":"b497e44f5514a83ea5dd0c1a3139ff99bbba1a06d9411d194731736221c5e353"},"schema_version":"1.0","source":{"id":"2207.13137","kind":"arxiv","version":2}},"canonical_sha256":"7f166b62860e4e3d53b1405c9b1bea79186642d327b3722d69befb59f14340c8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7f166b62860e4e3d53b1405c9b1bea79186642d327b3722d69befb59f14340c8","first_computed_at":"2026-07-05T09:02:52.846454Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:02:52.846454Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"PlmI7QgTpsb4IF3rX7ttitg/5YKr9VqhHneY3taBixHFy5jk8A+PyHAIaKpDteyyM/O2MtkyBaiEp5jtTsHPDg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:02:52.846995Z","signed_message":"canonical_sha256_bytes"},"source_id":"2207.13137","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e0245ccd450eaf53a6983b5852d6f752d08e5d79bed467087a0ef0c813b349ff","sha256:b7e76ad176740aef100625a2cd106895a0529e75e7612e1046305a975fe0dd70"],"state_sha256":"7aa1af3f7617caee1a0da5398b013a5b619f49db95c267ed35881cb2e7f370c1"}