{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:DY3463OX5KAO4BISBJ7U2R2KIO","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":"14a59b31511c255313fec484339a0a20271cd9a1ad7a15212da0b8225be8a49f","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-11-22T20:31:19Z","title_canon_sha256":"cc2290477778a4eb7d12215e408feedcff648125e512437914a969c504ea9083"},"schema_version":"1.0","source":{"id":"1711.08496","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1711.08496","created_at":"2026-05-18T00:09:52Z"},{"alias_kind":"arxiv_version","alias_value":"1711.08496v2","created_at":"2026-05-18T00:09:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1711.08496","created_at":"2026-05-18T00:09:52Z"},{"alias_kind":"pith_short_12","alias_value":"DY3463OX5KAO","created_at":"2026-05-18T12:31:12Z"},{"alias_kind":"pith_short_16","alias_value":"DY3463OX5KAO4BIS","created_at":"2026-05-18T12:31:12Z"},{"alias_kind":"pith_short_8","alias_value":"DY3463OX","created_at":"2026-05-18T12:31:12Z"}],"graph_snapshots":[{"event_id":"sha256:51e1a49da2e26082f4818245f5a4eb6757682f174d80cbe28f2b47a573522e63","target":"graph","created_at":"2026-05-18T00:09:52Z","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"},"paper":{"abstract_excerpt":"Temporal relational reasoning, the ability to link meaningful transformations of objects or entities over time, is a fundamental property of intelligent species. In this paper, we introduce an effective and interpretable network module, the Temporal Relation Network (TRN), designed to learn and reason about temporal dependencies between video frames at multiple time scales. We evaluate TRN-equipped networks on activity recognition tasks using three recent video datasets - Something-Something, Jester, and Charades - which fundamentally depend on temporal relational reasoning. Our results demons","authors_text":"Alex Andonian, Antonio Torralba, Aude Oliva, Bolei Zhou","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-11-22T20:31:19Z","title":"Temporal Relational Reasoning in Videos"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1711.08496","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":"sha256:5b5558e7b5439bc65545b147f456594cd03baed8d227491039c79a06dfa5adfa","target":"record","created_at":"2026-05-18T00:09:52Z","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":"14a59b31511c255313fec484339a0a20271cd9a1ad7a15212da0b8225be8a49f","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-11-22T20:31:19Z","title_canon_sha256":"cc2290477778a4eb7d12215e408feedcff648125e512437914a969c504ea9083"},"schema_version":"1.0","source":{"id":"1711.08496","kind":"arxiv","version":2}},"canonical_sha256":"1e37cf6dd7ea80ee05120a7f4d474a43ba4e5c66c851186a9f2b1659509b7e0c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1e37cf6dd7ea80ee05120a7f4d474a43ba4e5c66c851186a9f2b1659509b7e0c","first_computed_at":"2026-05-18T00:09:52.828958Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:09:52.828958Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"6mgAA8R2ZRLH+IIKP/dezuCK/tWDLVFmKkpqBvMqRFF18/TlXQwuJPuKNFSHyDCoSikLI5SwMxLKTfmzOJCLAg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:09:52.829431Z","signed_message":"canonical_sha256_bytes"},"source_id":"1711.08496","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5b5558e7b5439bc65545b147f456594cd03baed8d227491039c79a06dfa5adfa","sha256:51e1a49da2e26082f4818245f5a4eb6757682f174d80cbe28f2b47a573522e63"],"state_sha256":"11926162755c363a42c62ed9a55630657e8e6d255b9e7bce1d3c4b38a364ec4b"}