{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:N5A4EID6PZCXUMUUENVXNROFJW","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":"ec3ba68f2522283e9bff39f0f455d7aa65e99e8dbe84eaa553fe7d3c7c837c7d","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2026-05-28T17:59:51Z","title_canon_sha256":"d179a031dbea3dd4f7f514369af79cb69d1d6b7982566ecbcb45e7b5d92df652"},"schema_version":"1.0","source":{"id":"2605.30346","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.30346","created_at":"2026-05-29T02:06:17Z"},{"alias_kind":"arxiv_version","alias_value":"2605.30346v1","created_at":"2026-05-29T02:06:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.30346","created_at":"2026-05-29T02:06:17Z"},{"alias_kind":"pith_short_12","alias_value":"N5A4EID6PZCX","created_at":"2026-05-29T02:06:17Z"},{"alias_kind":"pith_short_16","alias_value":"N5A4EID6PZCXUMUU","created_at":"2026-05-29T02:06:17Z"},{"alias_kind":"pith_short_8","alias_value":"N5A4EID6","created_at":"2026-05-29T02:06:17Z"}],"graph_snapshots":[{"event_id":"sha256:2905049492f763d0652e652addf93ebbdde0bf986f8b19bfa19c7abd0de3a22d","target":"graph","created_at":"2026-05-29T02:06:17Z","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/2605.30346/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"As video diffusion models (VDMs) advance toward world models, a key question arises: do they truly understand causality, or merely overfit to statistical temporal patterns? Existing benchmarks mostly rely on synthetic data, limiting real-world generalization due to the sim-to-real gap. We present YoCausal, a two-level benchmark inspired by the Violation of Expectation (VoE) paradigm from cognitive science. By temporally reversing real-world videos at zero cost as natural counterfactual samples, YoCausal establishes an arbitrarily extensible evaluation protocol. Level 1 introduces the Reverse S","authors_text":"Jie-Ying Lee, Kaipeng Zhang, You-Zhe Xie, Yu-Hsuan Li, Yu-Lun Liu, Zhixiang Wang","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2026-05-28T17:59:51Z","title":"YoCausal: How Far is Video Generation from World Model? A Causality Perspective"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.30346","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:e2c540627b9bebd91641873efeef51d46a54818dd9616c2ba15891ec6efc204c","target":"record","created_at":"2026-05-29T02:06:17Z","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":"ec3ba68f2522283e9bff39f0f455d7aa65e99e8dbe84eaa553fe7d3c7c837c7d","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2026-05-28T17:59:51Z","title_canon_sha256":"d179a031dbea3dd4f7f514369af79cb69d1d6b7982566ecbcb45e7b5d92df652"},"schema_version":"1.0","source":{"id":"2605.30346","kind":"arxiv","version":1}},"canonical_sha256":"6f41c2207e7e457a3294236b76c5c54db6cf8035701f0ca3131b9604707512a5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6f41c2207e7e457a3294236b76c5c54db6cf8035701f0ca3131b9604707512a5","first_computed_at":"2026-05-29T02:06:17.204886Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-29T02:06:17.204886Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2UTyKmyb1fkZEekILxYKDcYExAES4K+zRSImV0eNRoAJv6SkgKWShqmDxCjgSSzdwVEQXRaM8BDtOqb8JRplCw==","signature_status":"signed_v1","signed_at":"2026-05-29T02:06:17.205334Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.30346","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e2c540627b9bebd91641873efeef51d46a54818dd9616c2ba15891ec6efc204c","sha256:2905049492f763d0652e652addf93ebbdde0bf986f8b19bfa19c7abd0de3a22d"],"state_sha256":"a3673af3aa2c2fb1849cdaaf496ade738a4d56b8b8034a864a3dde77fa193cb6"}