{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:4DFWFHTRSO3CW3RVLQABCMPJFM","short_pith_number":"pith:4DFWFHTR","canonical_record":{"source":{"id":"2411.08954","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-11-13T19:00:02Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"a8f41b8bf9d6ec16a282eee98bcd9a8cc06f5a588c8dafe2184b3d0faed787dc","abstract_canon_sha256":"e4caea3bf8b3c36cdcfd1d4632cd50f53ba539985f2d200d48c9df96584c8fbc"},"schema_version":"1.0"},"canonical_sha256":"e0cb629e7193b62b6e355c001131e92b3d0f6b708c51840116d4960d48153317","source":{"kind":"arxiv","id":"2411.08954","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.08954","created_at":"2026-07-05T09:35:54Z"},{"alias_kind":"arxiv_version","alias_value":"2411.08954v2","created_at":"2026-07-05T09:35:54Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.08954","created_at":"2026-07-05T09:35:54Z"},{"alias_kind":"pith_short_12","alias_value":"4DFWFHTRSO3C","created_at":"2026-07-05T09:35:54Z"},{"alias_kind":"pith_short_16","alias_value":"4DFWFHTRSO3CW3RV","created_at":"2026-07-05T09:35:54Z"},{"alias_kind":"pith_short_8","alias_value":"4DFWFHTR","created_at":"2026-07-05T09:35:54Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:4DFWFHTRSO3CW3RVLQABCMPJFM","target":"record","payload":{"canonical_record":{"source":{"id":"2411.08954","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-11-13T19:00:02Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"a8f41b8bf9d6ec16a282eee98bcd9a8cc06f5a588c8dafe2184b3d0faed787dc","abstract_canon_sha256":"e4caea3bf8b3c36cdcfd1d4632cd50f53ba539985f2d200d48c9df96584c8fbc"},"schema_version":"1.0"},"canonical_sha256":"e0cb629e7193b62b6e355c001131e92b3d0f6b708c51840116d4960d48153317","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:35:54.464201Z","signature_b64":"ZM1QRVyRdMD/RR2BrO8o8EwZiaRyJvoXOs4VNqUqvYzFRMy0at19VWkEf09Z+Ixr6di5rJ6fWo6aq2mRKV7eBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e0cb629e7193b62b6e355c001131e92b3d0f6b708c51840116d4960d48153317","last_reissued_at":"2026-07-05T09:35:54.463795Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:35:54.463795Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2411.08954","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:35:54Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"AtWl/3C4nv4AtQHV1WV6swLp1LKbP0runWtkS/bdNwmrJJqPIVTTELr2eduGuN11Fqzx9SH0m2vk9JX72YmrAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T11:17:13.979748Z"},"content_sha256":"df10bb03a65b2e468109aef7d3cb32b9a6812a1303e24787d678bf4f873bbd2b","schema_version":"1.0","event_id":"sha256:df10bb03a65b2e468109aef7d3cb32b9a6812a1303e24787d678bf4f873bbd2b"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:4DFWFHTRSO3CW3RVLQABCMPJFM","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Inconsistencies In Consistency Models: Better ODE Solving Does Not Imply Better Samples","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"Brendan Leigh Ross, Gabriel Loaiza-Ganem, Jesse C. Cresswell, No\\\"el Vouitsis, Rasa Hosseinzadeh, Satya Krishna Gorti, Valentin Villecroze","submitted_at":"2024-11-13T19:00:02Z","abstract_excerpt":"Although diffusion models can generate remarkably high-quality samples, they are intrinsically bottlenecked by their expensive iterative sampling procedure. Consistency models (CMs) have recently emerged as a promising diffusion model distillation method, reducing the cost of sampling by generating high-fidelity samples in just a few iterations. Consistency model distillation aims to solve the probability flow ordinary differential equation (ODE) defined by an existing diffusion model. CMs are not directly trained to minimize error against an ODE solver, rather they use a more computationally "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.08954","kind":"arxiv","version":2},"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/2411.08954/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":"2026-07-05T09:35:54Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"juIndNerPfh1k5Ax6Heqfk9Q9d6oHucixvEC7iWQ/tfyjHWs1ZegvAERPr1WEUo3nVCnzdqQMxA3p0YZ0d1YBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T11:17:13.980526Z"},"content_sha256":"f10cf374937e228185c5ca7d3549ebc85737bbb34f0bd2b1b79770996a3c0fc0","schema_version":"1.0","event_id":"sha256:f10cf374937e228185c5ca7d3549ebc85737bbb34f0bd2b1b79770996a3c0fc0"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/4DFWFHTRSO3CW3RVLQABCMPJFM/bundle.json","state_url":"https://pith.science/pith/4DFWFHTRSO3CW3RVLQABCMPJFM/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/4DFWFHTRSO3CW3RVLQABCMPJFM/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":"2026-08-11T11:17:13Z","links":{"resolver":"https://pith.science/pith/4DFWFHTRSO3CW3RVLQABCMPJFM","bundle":"https://pith.science/pith/4DFWFHTRSO3CW3RVLQABCMPJFM/bundle.json","state":"https://pith.science/pith/4DFWFHTRSO3CW3RVLQABCMPJFM/state.json","well_known_bundle":"https://pith.science/.well-known/pith/4DFWFHTRSO3CW3RVLQABCMPJFM/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:4DFWFHTRSO3CW3RVLQABCMPJFM","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":"e4caea3bf8b3c36cdcfd1d4632cd50f53ba539985f2d200d48c9df96584c8fbc","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-11-13T19:00:02Z","title_canon_sha256":"a8f41b8bf9d6ec16a282eee98bcd9a8cc06f5a588c8dafe2184b3d0faed787dc"},"schema_version":"1.0","source":{"id":"2411.08954","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.08954","created_at":"2026-07-05T09:35:54Z"},{"alias_kind":"arxiv_version","alias_value":"2411.08954v2","created_at":"2026-07-05T09:35:54Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.08954","created_at":"2026-07-05T09:35:54Z"},{"alias_kind":"pith_short_12","alias_value":"4DFWFHTRSO3C","created_at":"2026-07-05T09:35:54Z"},{"alias_kind":"pith_short_16","alias_value":"4DFWFHTRSO3CW3RV","created_at":"2026-07-05T09:35:54Z"},{"alias_kind":"pith_short_8","alias_value":"4DFWFHTR","created_at":"2026-07-05T09:35:54Z"}],"graph_snapshots":[{"event_id":"sha256:f10cf374937e228185c5ca7d3549ebc85737bbb34f0bd2b1b79770996a3c0fc0","target":"graph","created_at":"2026-07-05T09:35:54Z","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/2411.08954/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Although diffusion models can generate remarkably high-quality samples, they are intrinsically bottlenecked by their expensive iterative sampling procedure. Consistency models (CMs) have recently emerged as a promising diffusion model distillation method, reducing the cost of sampling by generating high-fidelity samples in just a few iterations. Consistency model distillation aims to solve the probability flow ordinary differential equation (ODE) defined by an existing diffusion model. CMs are not directly trained to minimize error against an ODE solver, rather they use a more computationally ","authors_text":"Brendan Leigh Ross, Gabriel Loaiza-Ganem, Jesse C. Cresswell, No\\\"el Vouitsis, Rasa Hosseinzadeh, Satya Krishna Gorti, Valentin Villecroze","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-11-13T19:00:02Z","title":"Inconsistencies In Consistency Models: Better ODE Solving Does Not Imply Better Samples"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.08954","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:df10bb03a65b2e468109aef7d3cb32b9a6812a1303e24787d678bf4f873bbd2b","target":"record","created_at":"2026-07-05T09:35:54Z","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":"e4caea3bf8b3c36cdcfd1d4632cd50f53ba539985f2d200d48c9df96584c8fbc","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-11-13T19:00:02Z","title_canon_sha256":"a8f41b8bf9d6ec16a282eee98bcd9a8cc06f5a588c8dafe2184b3d0faed787dc"},"schema_version":"1.0","source":{"id":"2411.08954","kind":"arxiv","version":2}},"canonical_sha256":"e0cb629e7193b62b6e355c001131e92b3d0f6b708c51840116d4960d48153317","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e0cb629e7193b62b6e355c001131e92b3d0f6b708c51840116d4960d48153317","first_computed_at":"2026-07-05T09:35:54.463795Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:35:54.463795Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ZM1QRVyRdMD/RR2BrO8o8EwZiaRyJvoXOs4VNqUqvYzFRMy0at19VWkEf09Z+Ixr6di5rJ6fWo6aq2mRKV7eBw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:35:54.464201Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.08954","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:df10bb03a65b2e468109aef7d3cb32b9a6812a1303e24787d678bf4f873bbd2b","sha256:f10cf374937e228185c5ca7d3549ebc85737bbb34f0bd2b1b79770996a3c0fc0"],"state_sha256":"9f25c4d6b5a5b44204a27402a81bc004a02cb9daffec497698155d469a730d6f"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"zeT+slzQcvR3tddZuhTdTDYeltMjb+WxZv86XcK3l8sMFz4tzCfbw7do4QMw4oic0bRUkh4s1IYMjxdinUTjBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-11T11:17:13.988375Z","bundle_sha256":"51a551ec44408c5471625e5ed812b1a81cf48bbfcc74810504f1d7b4b892f099"}}