{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:GJAQEQPGYYUC7C2ZHQUK47NPKW","short_pith_number":"pith:GJAQEQPG","canonical_record":{"source":{"id":"2402.09470","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-02-12T08:16:10Z","cross_cats_sorted":["stat.ML"],"title_canon_sha256":"efd726f467105181662ef0cfd36eeedd567011043958beefd69bd98bc3039ef7","abstract_canon_sha256":"669de72ff15f258cca99c907fa6a5a5f7dae7d01406ee2b137a1db0bf677e47a"},"schema_version":"1.0"},"canonical_sha256":"32410241e6c6282f8b593c28ae7daf55a1726a0c890d34d972951627c982feea","source":{"kind":"arxiv","id":"2402.09470","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.09470","created_at":"2026-07-05T09:04:32Z"},{"alias_kind":"arxiv_version","alias_value":"2402.09470v3","created_at":"2026-07-05T09:04:32Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.09470","created_at":"2026-07-05T09:04:32Z"},{"alias_kind":"pith_short_12","alias_value":"GJAQEQPGYYUC","created_at":"2026-07-05T09:04:32Z"},{"alias_kind":"pith_short_16","alias_value":"GJAQEQPGYYUC7C2Z","created_at":"2026-07-05T09:04:32Z"},{"alias_kind":"pith_short_8","alias_value":"GJAQEQPG","created_at":"2026-07-05T09:04:32Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:GJAQEQPGYYUC7C2ZHQUK47NPKW","target":"record","payload":{"canonical_record":{"source":{"id":"2402.09470","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-02-12T08:16:10Z","cross_cats_sorted":["stat.ML"],"title_canon_sha256":"efd726f467105181662ef0cfd36eeedd567011043958beefd69bd98bc3039ef7","abstract_canon_sha256":"669de72ff15f258cca99c907fa6a5a5f7dae7d01406ee2b137a1db0bf677e47a"},"schema_version":"1.0"},"canonical_sha256":"32410241e6c6282f8b593c28ae7daf55a1726a0c890d34d972951627c982feea","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:04:32.770114Z","signature_b64":"gpYceYnpUucRi/odsrYkxtzPRS/9I5MTu3oVC8rqTMUXymI6lLrPG7doWvFEZ4dBD1iSqKo6dnpuzHzTm8lyBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"32410241e6c6282f8b593c28ae7daf55a1726a0c890d34d972951627c982feea","last_reissued_at":"2026-07-05T09:04:32.769681Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:04:32.769681Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2402.09470","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:04:32Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"1blnkUXzkCUktKQSynOoKhn4KXaK9YtU3v+BKNe1ghziZQSvHdBGFSwKFISLfrnfge5HZ4I5PaV0eig0qzlCCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-22T05:18:55.579567Z"},"content_sha256":"cb6b334723b119dcc36da32cc877f6a5e9cd36f889d89e3b08b43db8e71977a3","schema_version":"1.0","event_id":"sha256:cb6b334723b119dcc36da32cc877f6a5e9cd36f889d89e3b08b43db8e71977a3"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:GJAQEQPGYYUC7C2ZHQUK47NPKW","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Rolling Diffusion Models","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["stat.ML"],"primary_cat":"cs.LG","authors_text":"David Ruhe, Emiel Hoogeboom, Jonathan Heek, Tim Salimans","submitted_at":"2024-02-12T08:16:10Z","abstract_excerpt":"Diffusion models have recently been increasingly applied to temporal data such as video, fluid mechanics simulations, or climate data. These methods generally treat subsequent frames equally regarding the amount of noise in the diffusion process. This paper explores Rolling Diffusion: a new approach that uses a sliding window denoising process. It ensures that the diffusion process progressively corrupts through time by assigning more noise to frames that appear later in a sequence, reflecting greater uncertainty about the future as the generation process unfolds. Empirically, we show that whe"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.09470","kind":"arxiv","version":3},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2402.09470/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:04:32Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"CQ2ibAvJB4ReF7vtT+FLdq8pTxo32dXlu6yCT8tZC1RHqje+N9K7d8cdSHsAXJXpeo/xZdjHgJxMg7vqFUS1Dg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-22T05:18:55.580485Z"},"content_sha256":"6602b805efca431650e3d77a4dc1a0c884cc41ff3afbc65ffc0f3b97ef2c0816","schema_version":"1.0","event_id":"sha256:6602b805efca431650e3d77a4dc1a0c884cc41ff3afbc65ffc0f3b97ef2c0816"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/GJAQEQPGYYUC7C2ZHQUK47NPKW/bundle.json","state_url":"https://pith.science/pith/GJAQEQPGYYUC7C2ZHQUK47NPKW/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/GJAQEQPGYYUC7C2ZHQUK47NPKW/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-22T05:18:55Z","links":{"resolver":"https://pith.science/pith/GJAQEQPGYYUC7C2ZHQUK47NPKW","bundle":"https://pith.science/pith/GJAQEQPGYYUC7C2ZHQUK47NPKW/bundle.json","state":"https://pith.science/pith/GJAQEQPGYYUC7C2ZHQUK47NPKW/state.json","well_known_bundle":"https://pith.science/.well-known/pith/GJAQEQPGYYUC7C2ZHQUK47NPKW/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:GJAQEQPGYYUC7C2ZHQUK47NPKW","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":"669de72ff15f258cca99c907fa6a5a5f7dae7d01406ee2b137a1db0bf677e47a","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-02-12T08:16:10Z","title_canon_sha256":"efd726f467105181662ef0cfd36eeedd567011043958beefd69bd98bc3039ef7"},"schema_version":"1.0","source":{"id":"2402.09470","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.09470","created_at":"2026-07-05T09:04:32Z"},{"alias_kind":"arxiv_version","alias_value":"2402.09470v3","created_at":"2026-07-05T09:04:32Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.09470","created_at":"2026-07-05T09:04:32Z"},{"alias_kind":"pith_short_12","alias_value":"GJAQEQPGYYUC","created_at":"2026-07-05T09:04:32Z"},{"alias_kind":"pith_short_16","alias_value":"GJAQEQPGYYUC7C2Z","created_at":"2026-07-05T09:04:32Z"},{"alias_kind":"pith_short_8","alias_value":"GJAQEQPG","created_at":"2026-07-05T09:04:32Z"}],"graph_snapshots":[{"event_id":"sha256:6602b805efca431650e3d77a4dc1a0c884cc41ff3afbc65ffc0f3b97ef2c0816","target":"graph","created_at":"2026-07-05T09:04:32Z","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/2402.09470/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Diffusion models have recently been increasingly applied to temporal data such as video, fluid mechanics simulations, or climate data. These methods generally treat subsequent frames equally regarding the amount of noise in the diffusion process. This paper explores Rolling Diffusion: a new approach that uses a sliding window denoising process. It ensures that the diffusion process progressively corrupts through time by assigning more noise to frames that appear later in a sequence, reflecting greater uncertainty about the future as the generation process unfolds. Empirically, we show that whe","authors_text":"David Ruhe, Emiel Hoogeboom, Jonathan Heek, Tim Salimans","cross_cats":["stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-02-12T08:16:10Z","title":"Rolling Diffusion Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.09470","kind":"arxiv","version":3},"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:cb6b334723b119dcc36da32cc877f6a5e9cd36f889d89e3b08b43db8e71977a3","target":"record","created_at":"2026-07-05T09:04:32Z","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":"669de72ff15f258cca99c907fa6a5a5f7dae7d01406ee2b137a1db0bf677e47a","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-02-12T08:16:10Z","title_canon_sha256":"efd726f467105181662ef0cfd36eeedd567011043958beefd69bd98bc3039ef7"},"schema_version":"1.0","source":{"id":"2402.09470","kind":"arxiv","version":3}},"canonical_sha256":"32410241e6c6282f8b593c28ae7daf55a1726a0c890d34d972951627c982feea","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"32410241e6c6282f8b593c28ae7daf55a1726a0c890d34d972951627c982feea","first_computed_at":"2026-07-05T09:04:32.769681Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:04:32.769681Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"gpYceYnpUucRi/odsrYkxtzPRS/9I5MTu3oVC8rqTMUXymI6lLrPG7doWvFEZ4dBD1iSqKo6dnpuzHzTm8lyBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:04:32.770114Z","signed_message":"canonical_sha256_bytes"},"source_id":"2402.09470","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:cb6b334723b119dcc36da32cc877f6a5e9cd36f889d89e3b08b43db8e71977a3","sha256:6602b805efca431650e3d77a4dc1a0c884cc41ff3afbc65ffc0f3b97ef2c0816"],"state_sha256":"432c3fba9442104026fa8175504ba12709926fd5fbbf811f51f28de1f329d3a0"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"xwedrsq//OsltgJTttWu0hEGUku6AxiHCmcOBsxNaB3przUluG025rzTrovQ1zYgXa+ZZKa6ANoIWoYglXUjBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-22T05:18:55.587276Z","bundle_sha256":"7cc87838847d993d76adb12f0f7a11218164690969f3304ab927473a8bc9cd7a"}}