{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:AQ4KYZHHINCEEMOE7PLBMWJOOF","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":"b537542e47f1d7e8080edbaeffc82630116bcce8ef31bd2a498efab199dcd552","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-06-03T17:59:05Z","title_canon_sha256":"84eb25036f0757903a05c382f25761591858a269cc868796a7c0113738fd777d"},"schema_version":"1.0","source":{"id":"2506.03141","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.03141","created_at":"2026-07-05T11:52:20Z"},{"alias_kind":"arxiv_version","alias_value":"2506.03141v2","created_at":"2026-07-05T11:52:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.03141","created_at":"2026-07-05T11:52:20Z"},{"alias_kind":"pith_short_12","alias_value":"AQ4KYZHHINCE","created_at":"2026-07-05T11:52:20Z"},{"alias_kind":"pith_short_16","alias_value":"AQ4KYZHHINCEEMOE","created_at":"2026-07-05T11:52:20Z"},{"alias_kind":"pith_short_8","alias_value":"AQ4KYZHH","created_at":"2026-07-05T11:52:20Z"}],"graph_snapshots":[{"event_id":"sha256:a0f4bf38c0921fe95e055e07bcd2610215adabc3786e3aa3d39e8b00c01170f0","target":"graph","created_at":"2026-07-05T11:52:20Z","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/2506.03141/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recent advances in interactive video generation have shown promising results, yet existing approaches struggle with scene-consistent memory capabilities in long video generation due to limited use of historical context. In this work, we propose Context-as-Memory, which utilizes historical context as memory for video generation. It includes two simple yet effective designs: (1) storing context in frame format without additional post-processing; (2) conditioning by concatenating context and frames to be predicted along the frame dimension at the input, requiring no external control modules. Furt","authors_text":"Di Zhang, Jianhong Bai, Jiwen Yu, Pengfei Wan, Quande Liu, Xihui Liu, Xintao Wang, Yiran Qin","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-06-03T17:59:05Z","title":"Context as Memory: Scene-Consistent Interactive Long Video Generation with Memory Retrieval"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.03141","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":"sha256:3d195c06f955402dc94fa16622c6c5564c90636d6de278345b846da40866053c","target":"record","created_at":"2026-07-05T11:52:20Z","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":"b537542e47f1d7e8080edbaeffc82630116bcce8ef31bd2a498efab199dcd552","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-06-03T17:59:05Z","title_canon_sha256":"84eb25036f0757903a05c382f25761591858a269cc868796a7c0113738fd777d"},"schema_version":"1.0","source":{"id":"2506.03141","kind":"arxiv","version":2}},"canonical_sha256":"0438ac64e743444231c4fbd616592e7140f2a143745be5e9814610d321d0083c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0438ac64e743444231c4fbd616592e7140f2a143745be5e9814610d321d0083c","first_computed_at":"2026-07-05T11:52:20.842589Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:52:20.842589Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"brctaxHxrLX4bjpkX82S7wTaDUrtpJVyTUO6AUaoZgq//cGDWkjS21pgzvyTcfW6Yt/7PsBA94gldKFhQcbsAw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:52:20.843102Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.03141","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3d195c06f955402dc94fa16622c6c5564c90636d6de278345b846da40866053c","sha256:a0f4bf38c0921fe95e055e07bcd2610215adabc3786e3aa3d39e8b00c01170f0"],"state_sha256":"bd5e84dd95404a4662fa1e3087724ba71418ece37e50d0e8f2629ef48f397186"}