{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:CLVENPUWVVQFWNLXRMBJV2DW4U","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":"0c7e32298a2fc4f21bcf9f687312cd71fe44f9d99a60c9cdb9460c291112b3c1","cross_cats_sorted":["hep-ph","quant-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-lat","submitted_at":"2024-11-18T05:47:41Z","title_canon_sha256":"98606d49a8429fe19cd0888832defe09716d81df0623f8243a4016446386315b"},"schema_version":"1.0","source":{"id":"2411.11297","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.11297","created_at":"2026-07-05T09:59:20Z"},{"alias_kind":"arxiv_version","alias_value":"2411.11297v1","created_at":"2026-07-05T09:59:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.11297","created_at":"2026-07-05T09:59:20Z"},{"alias_kind":"pith_short_12","alias_value":"CLVENPUWVVQF","created_at":"2026-07-05T09:59:20Z"},{"alias_kind":"pith_short_16","alias_value":"CLVENPUWVVQFWNLX","created_at":"2026-07-05T09:59:20Z"},{"alias_kind":"pith_short_8","alias_value":"CLVENPUW","created_at":"2026-07-05T09:59:20Z"}],"graph_snapshots":[{"event_id":"sha256:d143587798c3227829df1cb44f44bab6d6c489a301dd35e1fef72bb6e60e3ed7","target":"graph","created_at":"2026-07-05T09:59:20Z","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/2411.11297/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This is a pedagogical review of the possible connection between the stochastic quantization in physics and the diffusion models in machine learning. For machine-learning applications, the denoising diffusion model has been established as a successful technique, which is formulated in terms of the stochastic differential equation (SDE). In this review, we focus on an SDE approach used in the score-based generative modeling. Interestingly, the evolution of the probability distribution is equivalently described by a particular class of SDEs, and in a particular limit, the stochastic noises can be","authors_text":"Kenji Fukushima, Syo Kamata","cross_cats":["hep-ph","quant-ph"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-lat","submitted_at":"2024-11-18T05:47:41Z","title":"Stochastic quantization and diffusion models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.11297","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":"sha256:73978e834e3a99cd9bf4e9df5f547c655d141b1ce9421950f27445627f1324c7","target":"record","created_at":"2026-07-05T09:59:20Z","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":"0c7e32298a2fc4f21bcf9f687312cd71fe44f9d99a60c9cdb9460c291112b3c1","cross_cats_sorted":["hep-ph","quant-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-lat","submitted_at":"2024-11-18T05:47:41Z","title_canon_sha256":"98606d49a8429fe19cd0888832defe09716d81df0623f8243a4016446386315b"},"schema_version":"1.0","source":{"id":"2411.11297","kind":"arxiv","version":1}},"canonical_sha256":"12ea46be96ad605b35778b029ae876e501fa7539c8b8afbf3161ca3215875adf","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"12ea46be96ad605b35778b029ae876e501fa7539c8b8afbf3161ca3215875adf","first_computed_at":"2026-07-05T09:59:20.480844Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:59:20.480844Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"mUJGutCl07tR2IYaH4BlGCEPneVxoVKlEESg31/K0w4qqn3CjBmRF/8YHbMAy8Vos6vu/tjcZzElM8+k0ZMrAg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:59:20.481297Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.11297","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:73978e834e3a99cd9bf4e9df5f547c655d141b1ce9421950f27445627f1324c7","sha256:d143587798c3227829df1cb44f44bab6d6c489a301dd35e1fef72bb6e60e3ed7"],"state_sha256":"4f5c67c0ec29015c18cfa305172e6af03607b6f21bd7ba37450c5e0a5ec1cb6b"}