{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:HCSKAR2QIOWLDQZNDIDTNLJ72J","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":"2636814e3bf538c25c105453a6cc58495010499d593810b496a13b2e38220e41","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-08-11T10:22:08Z","title_canon_sha256":"6af3e4ceaa0a6a47862a9879847a3fd76c63e5e3663bf2409a1440a696565f79"},"schema_version":"1.0","source":{"id":"2608.10764","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2608.10764","created_at":"2026-08-12T01:23:13Z"},{"alias_kind":"arxiv_version","alias_value":"2608.10764v1","created_at":"2026-08-12T01:23:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2608.10764","created_at":"2026-08-12T01:23:13Z"},{"alias_kind":"pith_short_12","alias_value":"HCSKAR2QIOWL","created_at":"2026-08-12T01:23:13Z"},{"alias_kind":"pith_short_16","alias_value":"HCSKAR2QIOWLDQZN","created_at":"2026-08-12T01:23:13Z"},{"alias_kind":"pith_short_8","alias_value":"HCSKAR2Q","created_at":"2026-08-12T01:23:13Z"}],"graph_snapshots":[{"event_id":"sha256:e0d196ad90b1ee58456393560167516f0e85a55c1b77e5a6f8b66c52231f8cc7","target":"graph","created_at":"2026-08-12T01:23:13Z","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/2608.10764/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Counterfactual video understanding evaluates whether models grasp physical and commonsense regularities. However, existing multiple-choice question (MCQ) benchmarks inadvertently leak target events through their questions and candidate options. This reduces the core challenge from active discovery to text-guided verification. In this paper, we present FADE, an effective training framework for counterfactual discovery and explanation. Our method is built on an evidence-first, two-stage training paradigm. First, evidence-internalized supervised fine-tuning grounds the model's predictions in deci","authors_text":"Danfeng Yan, Fufangchen Zhao, Jiachen Lei, Jiahong Wu, Jinhu Fu, Xiangxiang Chu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-08-11T10:22:08Z","title":"FADE: From Passive Verification to Active Discovery in Counterfactual Video Understanding"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2608.10764","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":"sha256:047a0219cc776b2560ecbaa85ac3cd4ee0b3e1eeec4ce3fa4b2b957466a58d3f","target":"record","created_at":"2026-08-12T01:23:13Z","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":"2636814e3bf538c25c105453a6cc58495010499d593810b496a13b2e38220e41","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-08-11T10:22:08Z","title_canon_sha256":"6af3e4ceaa0a6a47862a9879847a3fd76c63e5e3663bf2409a1440a696565f79"},"schema_version":"1.0","source":{"id":"2608.10764","kind":"arxiv","version":1}},"canonical_sha256":"38a4a0475043acb1c32d1a0736ad3fd260aa913eb8ad0860294cf028171ea915","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"38a4a0475043acb1c32d1a0736ad3fd260aa913eb8ad0860294cf028171ea915","first_computed_at":"2026-08-12T01:23:13.904915Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-08-12T01:23:13.904915Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"wWEjT8GCYIdnl85ELRiLs4q2N4XB73ZZhQLbzUTDd+/tn4H7k3PmRSWo9r6sym/JYlcTYecM+Bq7atJ9J0ObAA==","signature_status":"signed_v1","signed_at":"2026-08-12T01:23:13.906423Z","signed_message":"canonical_sha256_bytes"},"source_id":"2608.10764","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:047a0219cc776b2560ecbaa85ac3cd4ee0b3e1eeec4ce3fa4b2b957466a58d3f","sha256:e0d196ad90b1ee58456393560167516f0e85a55c1b77e5a6f8b66c52231f8cc7"],"state_sha256":"4508aa899732c5c789d4b98adf128f77ad136e9263496f31cb67570fcf8af3bd"}