{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:LVGVIC7U7CPSTKOFUUY3IZGPNM","short_pith_number":"pith:LVGVIC7U","canonical_record":{"source":{"id":"2412.13704","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"hep-lat","submitted_at":"2024-12-18T10:49:32Z","cross_cats_sorted":["cond-mat.dis-nn"],"title_canon_sha256":"2ba2248a99304828180f41123ad88ac57c4054ace1e99815c0f209536b4273d7","abstract_canon_sha256":"5fb05bde8baa640abf709d86639f7514d5d18ee7f8c9921d98e5fd2d96397c2a"},"schema_version":"1.0"},"canonical_sha256":"5d4d540bf4f89f29a9c5a531b464cf6b115bc999389165799f338ed278df814e","source":{"kind":"arxiv","id":"2412.13704","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.13704","created_at":"2026-07-05T09:51:06Z"},{"alias_kind":"arxiv_version","alias_value":"2412.13704v1","created_at":"2026-07-05T09:51:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.13704","created_at":"2026-07-05T09:51:06Z"},{"alias_kind":"pith_short_12","alias_value":"LVGVIC7U7CPS","created_at":"2026-07-05T09:51:06Z"},{"alias_kind":"pith_short_16","alias_value":"LVGVIC7U7CPSTKOF","created_at":"2026-07-05T09:51:06Z"},{"alias_kind":"pith_short_8","alias_value":"LVGVIC7U","created_at":"2026-07-05T09:51:06Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:LVGVIC7U7CPSTKOFUUY3IZGPNM","target":"record","payload":{"canonical_record":{"source":{"id":"2412.13704","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"hep-lat","submitted_at":"2024-12-18T10:49:32Z","cross_cats_sorted":["cond-mat.dis-nn"],"title_canon_sha256":"2ba2248a99304828180f41123ad88ac57c4054ace1e99815c0f209536b4273d7","abstract_canon_sha256":"5fb05bde8baa640abf709d86639f7514d5d18ee7f8c9921d98e5fd2d96397c2a"},"schema_version":"1.0"},"canonical_sha256":"5d4d540bf4f89f29a9c5a531b464cf6b115bc999389165799f338ed278df814e","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:51:06.648566Z","signature_b64":"Z7CKdflotkDq3yVklN8kMo1VoIhfF15uyIBS16/gO6prT0zVlPS/LHI3Ht6Y1/xlLxgdrdcWlPj0m63eiuVqAg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5d4d540bf4f89f29a9c5a531b464cf6b115bc999389165799f338ed278df814e","last_reissued_at":"2026-07-05T09:51:06.648048Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:51:06.648048Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2412.13704","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:51:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"gmnax6CSyR871FU6DYeYgOqupRqgo2ycmGNFlRQc1hl1yE+UkN3HvmrirNpjiHXryuAeS7eByzmzntbmt6vCCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-12T03:31:08.875615Z"},"content_sha256":"b5d97e5719536fc826dd9ea89256bc3d8cc916ffd139f187ef86be4918f0c75a","schema_version":"1.0","event_id":"sha256:b5d97e5719536fc826dd9ea89256bc3d8cc916ffd139f187ef86be4918f0c75a"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:LVGVIC7U7CPSTKOFUUY3IZGPNM","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Diffusion models and stochastic quantisation in lattice field theory","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cond-mat.dis-nn"],"primary_cat":"hep-lat","authors_text":"Gert Aarts, Kai Zhou, Lingxiao Wang","submitted_at":"2024-12-18T10:49:32Z","abstract_excerpt":"Diffusion models are currently the leading generative AI approach used for image generation in e.g. DALL-E and Stable Diffusion. In this talk we relate diffusion models to stochastic quantisation in field theory and employ it to generate configurations for scalar fields on a two-dimensional lattice. We end with some speculations on possible applications."},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.13704","kind":"arxiv","version":1},"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/2412.13704/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":"2026-07-05T09:51:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"vYG7Kd9jz0l90BvczHuIKCKrajjX5H4wYlaUluwzvB2UfDjVRwqUn4pR82x5Qz+ItfRloXSfIqcWbxuNP1sdAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-12T03:31:08.876115Z"},"content_sha256":"59b550cb449b25a715c244f8820a5270b08a6a371dc9da1c5e4c17bff9305f8b","schema_version":"1.0","event_id":"sha256:59b550cb449b25a715c244f8820a5270b08a6a371dc9da1c5e4c17bff9305f8b"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/LVGVIC7U7CPSTKOFUUY3IZGPNM/bundle.json","state_url":"https://pith.science/pith/LVGVIC7U7CPSTKOFUUY3IZGPNM/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/LVGVIC7U7CPSTKOFUUY3IZGPNM/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":"2026-08-12T03:31:08Z","links":{"resolver":"https://pith.science/pith/LVGVIC7U7CPSTKOFUUY3IZGPNM","bundle":"https://pith.science/pith/LVGVIC7U7CPSTKOFUUY3IZGPNM/bundle.json","state":"https://pith.science/pith/LVGVIC7U7CPSTKOFUUY3IZGPNM/state.json","well_known_bundle":"https://pith.science/.well-known/pith/LVGVIC7U7CPSTKOFUUY3IZGPNM/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:LVGVIC7U7CPSTKOFUUY3IZGPNM","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":"5fb05bde8baa640abf709d86639f7514d5d18ee7f8c9921d98e5fd2d96397c2a","cross_cats_sorted":["cond-mat.dis-nn"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"hep-lat","submitted_at":"2024-12-18T10:49:32Z","title_canon_sha256":"2ba2248a99304828180f41123ad88ac57c4054ace1e99815c0f209536b4273d7"},"schema_version":"1.0","source":{"id":"2412.13704","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.13704","created_at":"2026-07-05T09:51:06Z"},{"alias_kind":"arxiv_version","alias_value":"2412.13704v1","created_at":"2026-07-05T09:51:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.13704","created_at":"2026-07-05T09:51:06Z"},{"alias_kind":"pith_short_12","alias_value":"LVGVIC7U7CPS","created_at":"2026-07-05T09:51:06Z"},{"alias_kind":"pith_short_16","alias_value":"LVGVIC7U7CPSTKOF","created_at":"2026-07-05T09:51:06Z"},{"alias_kind":"pith_short_8","alias_value":"LVGVIC7U","created_at":"2026-07-05T09:51:06Z"}],"graph_snapshots":[{"event_id":"sha256:59b550cb449b25a715c244f8820a5270b08a6a371dc9da1c5e4c17bff9305f8b","target":"graph","created_at":"2026-07-05T09:51:06Z","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/2412.13704/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Diffusion models are currently the leading generative AI approach used for image generation in e.g. DALL-E and Stable Diffusion. In this talk we relate diffusion models to stochastic quantisation in field theory and employ it to generate configurations for scalar fields on a two-dimensional lattice. We end with some speculations on possible applications.","authors_text":"Gert Aarts, Kai Zhou, Lingxiao Wang","cross_cats":["cond-mat.dis-nn"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"hep-lat","submitted_at":"2024-12-18T10:49:32Z","title":"Diffusion models and stochastic quantisation in lattice field theory"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.13704","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:b5d97e5719536fc826dd9ea89256bc3d8cc916ffd139f187ef86be4918f0c75a","target":"record","created_at":"2026-07-05T09:51:06Z","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":"5fb05bde8baa640abf709d86639f7514d5d18ee7f8c9921d98e5fd2d96397c2a","cross_cats_sorted":["cond-mat.dis-nn"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"hep-lat","submitted_at":"2024-12-18T10:49:32Z","title_canon_sha256":"2ba2248a99304828180f41123ad88ac57c4054ace1e99815c0f209536b4273d7"},"schema_version":"1.0","source":{"id":"2412.13704","kind":"arxiv","version":1}},"canonical_sha256":"5d4d540bf4f89f29a9c5a531b464cf6b115bc999389165799f338ed278df814e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5d4d540bf4f89f29a9c5a531b464cf6b115bc999389165799f338ed278df814e","first_computed_at":"2026-07-05T09:51:06.648048Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:51:06.648048Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Z7CKdflotkDq3yVklN8kMo1VoIhfF15uyIBS16/gO6prT0zVlPS/LHI3Ht6Y1/xlLxgdrdcWlPj0m63eiuVqAg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:51:06.648566Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.13704","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b5d97e5719536fc826dd9ea89256bc3d8cc916ffd139f187ef86be4918f0c75a","sha256:59b550cb449b25a715c244f8820a5270b08a6a371dc9da1c5e4c17bff9305f8b"],"state_sha256":"3c0736ed24893357a7a8e405e50587b65706e522fe3d5c8758f5dbe6f94ad54a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"4fHOqGvEm9AzqE2N4LBSLi/En/bzW9XdUO8Q9RmE4Y1CGQ09IEieBn4kC3l1ZCyHvAvMVceB4pX8LtoHzlKLAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-12T03:31:08.916964Z","bundle_sha256":"8f090934ae9159c3719baf09916d1e10a6cd37c5c80f82034cbe10664f8f774e"}}