{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:LUJG4OJNKN2OGLDE2NFPABIG7C","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":"f45c470ef732509e1d9722d1ebab72fa6a8129814493186650a2520c0f4340c0","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2024-07-05T14:42:54Z","title_canon_sha256":"73b0666fa027a077517397f05827cd61e58afe4691ebcbe8b9ce77eb59c304ef"},"schema_version":"1.0","source":{"id":"2407.04557","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.04557","created_at":"2026-07-05T08:40:35Z"},{"alias_kind":"arxiv_version","alias_value":"2407.04557v1","created_at":"2026-07-05T08:40:35Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.04557","created_at":"2026-07-05T08:40:35Z"},{"alias_kind":"pith_short_12","alias_value":"LUJG4OJNKN2O","created_at":"2026-07-05T08:40:35Z"},{"alias_kind":"pith_short_16","alias_value":"LUJG4OJNKN2OGLDE","created_at":"2026-07-05T08:40:35Z"},{"alias_kind":"pith_short_8","alias_value":"LUJG4OJN","created_at":"2026-07-05T08:40:35Z"}],"graph_snapshots":[{"event_id":"sha256:4d4962378120f627c655d7cb5056800d116320d410dde163a09039d5071f862c","target":"graph","created_at":"2026-07-05T08:40:35Z","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/2407.04557/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Billions of organic molecules are known, but only a tiny fraction of the functional inorganic materials have been discovered, a particularly relevant problem to the community searching for new quantum materials. Recent advancements in machine-learning-based generative models, particularly diffusion models, show great promise for generating new, stable materials. However, integrating geometric patterns into materials generation remains a challenge. Here, we introduce Structural Constraint Integration in the GENerative model (SCIGEN). Our approach can modify any trained generative diffusion mode","authors_text":"Abhijatmedhi Chotrattanapituk, Bowen Han, Mingda Li, Mouyang Cheng, Nguyen Tuan Hung, Robert J. Cava, Ryotaro Okabe, Tommi S. Jaakkola, Weiwei Xie, Xiang Fu, Yao Wang, Yongqiang Cheng","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2024-07-05T14:42:54Z","title":"Structural Constraint Integration in Generative Model for Discovery of Quantum Material Candidates"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.04557","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":"sha256:42f722dbecf1c805908c2a5b964979be51e60aa32fee7e4ecdf7a416efde393a","target":"record","created_at":"2026-07-05T08:40:35Z","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":"f45c470ef732509e1d9722d1ebab72fa6a8129814493186650a2520c0f4340c0","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2024-07-05T14:42:54Z","title_canon_sha256":"73b0666fa027a077517397f05827cd61e58afe4691ebcbe8b9ce77eb59c304ef"},"schema_version":"1.0","source":{"id":"2407.04557","kind":"arxiv","version":1}},"canonical_sha256":"5d126e392d5374e32c64d34af00506f885e4d3c95a612fab2f8e927debce8881","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5d126e392d5374e32c64d34af00506f885e4d3c95a612fab2f8e927debce8881","first_computed_at":"2026-07-05T08:40:35.456493Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:40:35.456493Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Uz9jNKTx9JbIudXsvmKxapZ2C7q5NrQfwDxwayEEVmyobvl9FY3Pfg7btnBM8WOLaus2o3stxvIWkSGf1AToCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:40:35.457085Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.04557","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:42f722dbecf1c805908c2a5b964979be51e60aa32fee7e4ecdf7a416efde393a","sha256:4d4962378120f627c655d7cb5056800d116320d410dde163a09039d5071f862c"],"state_sha256":"7d661f0e77c16c16063f413891dbb7a70cf8fc5c8791d7d4869f4e96b86e6e4b"}