{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:LOLBH6CLGSG6N5XEPKVIP3CQ5X","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":"386010bbeb46987dbeaa0594fbe84356740cd115249b22823dfd7d7e31bdc1e9","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2021-06-11T01:36:03Z","title_canon_sha256":"f2d549b8d0d4d4dd168a6251e3a301fa1f019b35f58414f68a18e019118eb65c"},"schema_version":"1.0","source":{"id":"2106.06114","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2106.06114","created_at":"2026-07-05T02:48:26Z"},{"alias_kind":"arxiv_version","alias_value":"2106.06114v1","created_at":"2026-07-05T02:48:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2106.06114","created_at":"2026-07-05T02:48:26Z"},{"alias_kind":"pith_short_12","alias_value":"LOLBH6CLGSG6","created_at":"2026-07-05T02:48:26Z"},{"alias_kind":"pith_short_16","alias_value":"LOLBH6CLGSG6N5XE","created_at":"2026-07-05T02:48:26Z"},{"alias_kind":"pith_short_8","alias_value":"LOLBH6CL","created_at":"2026-07-05T02:48:26Z"}],"graph_snapshots":[{"event_id":"sha256:7cbc3b32d9d3b63a9a7aa8daa6381fed370c778e48677e6d109aac8e682f81f4","target":"graph","created_at":"2026-07-05T02:48:26Z","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/2106.06114/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Hand-annotated data can vary due to factors such as subjective differences, intra-rater variability, and differing annotator expertise. We study annotations from different experts who labelled the same behavior classes on a set of animal behavior videos, and observe a variation in annotation styles. We propose a new method using program synthesis to help interpret annotation differences for behavior analysis. Our model selects relevant trajectory features and learns a temporal filter as part of a program, which corresponds to estimated importance an annotator places on that feature at each tim","authors_text":"Ann Kennedy, Jennifer J. Sun, Megan Tjandrasuwita, Swarat Chaudhuri, Yisong Yue","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2021-06-11T01:36:03Z","title":"Interpreting Expert Annotation Differences in Animal Behavior"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2106.06114","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:f4bf41c9246ec8555bb5c42935969ff1924466a257dde61da1af3f403ad4dc8f","target":"record","created_at":"2026-07-05T02:48:26Z","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":"386010bbeb46987dbeaa0594fbe84356740cd115249b22823dfd7d7e31bdc1e9","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2021-06-11T01:36:03Z","title_canon_sha256":"f2d549b8d0d4d4dd168a6251e3a301fa1f019b35f58414f68a18e019118eb65c"},"schema_version":"1.0","source":{"id":"2106.06114","kind":"arxiv","version":1}},"canonical_sha256":"5b9613f84b348de6f6e47aaa87ec50edddd7ad394dff876078dcb3e858e2dfd6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5b9613f84b348de6f6e47aaa87ec50edddd7ad394dff876078dcb3e858e2dfd6","first_computed_at":"2026-07-05T02:48:26.321345Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:48:26.321345Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"yqIxUC2DPgyFP/TmNdqyY9QXb+xvTIi1bezjS+wY781HRGQ5mSPBDM9lBOYfOQg6vajDLWKC/ikmd4E0SaRSAw==","signature_status":"signed_v1","signed_at":"2026-07-05T02:48:26.321904Z","signed_message":"canonical_sha256_bytes"},"source_id":"2106.06114","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f4bf41c9246ec8555bb5c42935969ff1924466a257dde61da1af3f403ad4dc8f","sha256:7cbc3b32d9d3b63a9a7aa8daa6381fed370c778e48677e6d109aac8e682f81f4"],"state_sha256":"042e3905bf192fa312abc946d4213949857b6f164541b18f392d5eeb349ef7e5"}