{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:WFEMX2ZLHOML4DH5EGW6X7WLRX","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":"0bce7ea2c18fcf41627897ca59ba193c9d03ea21fe8ebc27d100be7c2a52c9d4","cross_cats_sorted":["cond-mat.soft","physics.chem-ph","physics.comp-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2018-01-18T20:10:26Z","title_canon_sha256":"51bd0e4071608e9dd23492abc3016c60a2d93e6d2727be4fb8fdf7e7ac5962d0"},"schema_version":"1.0","source":{"id":"1801.06219","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1801.06219","created_at":"2026-05-18T00:25:33Z"},{"alias_kind":"arxiv_version","alias_value":"1801.06219v1","created_at":"2026-05-18T00:25:33Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1801.06219","created_at":"2026-05-18T00:25:33Z"},{"alias_kind":"pith_short_12","alias_value":"WFEMX2ZLHOML","created_at":"2026-05-18T12:32:59Z"},{"alias_kind":"pith_short_16","alias_value":"WFEMX2ZLHOML4DH5","created_at":"2026-05-18T12:32:59Z"},{"alias_kind":"pith_short_8","alias_value":"WFEMX2ZL","created_at":"2026-05-18T12:32:59Z"}],"graph_snapshots":[{"event_id":"sha256:686b3bd8c0ebd5a0609b770fb90bb8d9de01a79ce4744d33e4015ade59b3f2fa","target":"graph","created_at":"2026-05-18T00:25:33Z","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"},"paper":{"abstract_excerpt":"A fundamental challenge in materials design is linking building block attributes to crystal structure. Addressing this challenge is particularly difficult for systems that exhibit emergent order, such as entropy-stabilized colloidal crystals. We combine recently developed techniques in inverse design with machine learning to construct a model that correctly classifies the crystals of more than ten thousand polyhedral shapes into 13 different structures with a predictive accuracy of 96% using only two geometric shape measures. With three measures, 98% accuracy is achieved. We test our model on ","authors_text":"Greg van Anders, Sharon C. Glotzer, Yina Geng","cross_cats":["cond-mat.soft","physics.chem-ph","physics.comp-ph"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2018-01-18T20:10:26Z","title":"Predicting colloidal crystals from shapes via inverse design and machine learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1801.06219","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":"sha256:38193547c9d4d0820f6fbe159c9406840bc5bbe959acbb0001afd0e70113f5b8","target":"record","created_at":"2026-05-18T00:25:33Z","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":"0bce7ea2c18fcf41627897ca59ba193c9d03ea21fe8ebc27d100be7c2a52c9d4","cross_cats_sorted":["cond-mat.soft","physics.chem-ph","physics.comp-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2018-01-18T20:10:26Z","title_canon_sha256":"51bd0e4071608e9dd23492abc3016c60a2d93e6d2727be4fb8fdf7e7ac5962d0"},"schema_version":"1.0","source":{"id":"1801.06219","kind":"arxiv","version":1}},"canonical_sha256":"b148cbeb2b3b98be0cfd21adebfecb8de686794739ed43bba314c02a162b0080","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b148cbeb2b3b98be0cfd21adebfecb8de686794739ed43bba314c02a162b0080","first_computed_at":"2026-05-18T00:25:33.124538Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:25:33.124538Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"JljvDy7ves924xZ5YhyxXO2uUBooDR8LblDad/2hULzGl9O3sncwl8yZWGN0rOv3tx/qQjGO9QpnEZvCx1jRDw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:25:33.125221Z","signed_message":"canonical_sha256_bytes"},"source_id":"1801.06219","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:38193547c9d4d0820f6fbe159c9406840bc5bbe959acbb0001afd0e70113f5b8","sha256:686b3bd8c0ebd5a0609b770fb90bb8d9de01a79ce4744d33e4015ade59b3f2fa"],"state_sha256":"c83be590a3712e4aa4582d0d7c4818c3fe0438bc114887437ba623f23485bdb7"}