{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:FB4ZAUFAJFVGEYTBBEREVJJRXG","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":"549dec88a057cbaa1ba590454937e8c8edc0cbb3046a9942de6fc3efa9e8855e","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-06-04T02:50:19Z","title_canon_sha256":"7b82ac722a71082a2ce217d58653598bcf2eda173db2d442ecd85ca51f963935"},"schema_version":"1.0","source":{"id":"2406.01913","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.01913","created_at":"2026-07-05T08:27:11Z"},{"alias_kind":"arxiv_version","alias_value":"2406.01913v1","created_at":"2026-07-05T08:27:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.01913","created_at":"2026-07-05T08:27:11Z"},{"alias_kind":"pith_short_12","alias_value":"FB4ZAUFAJFVG","created_at":"2026-07-05T08:27:11Z"},{"alias_kind":"pith_short_16","alias_value":"FB4ZAUFAJFVGEYTB","created_at":"2026-07-05T08:27:11Z"},{"alias_kind":"pith_short_8","alias_value":"FB4ZAUFA","created_at":"2026-07-05T08:27:11Z"}],"graph_snapshots":[{"event_id":"sha256:3b35c3c8604e98e6a17f72f6038276d8a8cfec6cf1a0ae0449df63a57682da73","target":"graph","created_at":"2026-07-05T08:27:11Z","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/2406.01913/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper presents a novel physics-informed diffusion model for generating synthetic net load data, addressing the challenges of data scarcity and privacy concerns. The proposed framework embeds physical models within denoising networks, offering a versatile approach that can be readily generalized to unforeseen scenarios. A conditional denoising neural network is designed to jointly train the parameters of the transition kernel of the diffusion model and the parameters of the physics-informed function. Utilizing the real-world smart meter data from Pecan Street, we validate the proposed meth","authors_text":"Nanpeng Yu, Shaorong Zhang, Yuanbin Cheng","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-06-04T02:50:19Z","title":"Generating Synthetic Net Load Data with Physics-informed Diffusion Model"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.01913","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":"sha256:42c7f75c39a36248e090cd3256101a41d44bb671c5b8b14c7e8c13d25944d141","target":"record","created_at":"2026-07-05T08:27:11Z","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":"549dec88a057cbaa1ba590454937e8c8edc0cbb3046a9942de6fc3efa9e8855e","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-06-04T02:50:19Z","title_canon_sha256":"7b82ac722a71082a2ce217d58653598bcf2eda173db2d442ecd85ca51f963935"},"schema_version":"1.0","source":{"id":"2406.01913","kind":"arxiv","version":1}},"canonical_sha256":"28799050a0496a62626109224aa531b992142b481ebd14341fb5f2e93433d522","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"28799050a0496a62626109224aa531b992142b481ebd14341fb5f2e93433d522","first_computed_at":"2026-07-05T08:27:11.549660Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:27:11.549660Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"J2tn1RezvGw54VXmAMpDmJm+JSnZNlJa5QadFueFMgTW2cjMXiv6ONEyK+q905DcJHpYyqJU4mhbOcs7Tz62Bw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:27:11.550153Z","signed_message":"canonical_sha256_bytes"},"source_id":"2406.01913","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:42c7f75c39a36248e090cd3256101a41d44bb671c5b8b14c7e8c13d25944d141","sha256:3b35c3c8604e98e6a17f72f6038276d8a8cfec6cf1a0ae0449df63a57682da73"],"state_sha256":"1422870680f50fc07afe5e7a63b6d8a93e776869ee07c370bc5a1fd37ff56b32"}