{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:HVHP765IZ3QDUSESV62665AMIH","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":"d07d27b9337c9582a013004579273efd443472b29e41d191039fdcb29c31a40f","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.chem-ph","submitted_at":"2023-12-07T03:00:38Z","title_canon_sha256":"964b67fdadd40615a41f9183ef36d1510408e406f928c046cd1270097f6d524d"},"schema_version":"1.0","source":{"id":"2312.04013","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.04013","created_at":"2026-07-05T10:43:34Z"},{"alias_kind":"arxiv_version","alias_value":"2312.04013v3","created_at":"2026-07-05T10:43:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.04013","created_at":"2026-07-05T10:43:34Z"},{"alias_kind":"pith_short_12","alias_value":"HVHP765IZ3QD","created_at":"2026-07-05T10:43:34Z"},{"alias_kind":"pith_short_16","alias_value":"HVHP765IZ3QDUSES","created_at":"2026-07-05T10:43:34Z"},{"alias_kind":"pith_short_8","alias_value":"HVHP765I","created_at":"2026-07-05T10:43:34Z"}],"graph_snapshots":[{"event_id":"sha256:7bcc2bffb55bf46e91d44d04d2f4de6401fe795c569f0f0edcb8851c25f6d4bb","target":"graph","created_at":"2026-07-05T10:43:34Z","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/2312.04013/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this work, we introduce a polymer discovery platform to efficiently design polymers with tailored properties, exemplified by the discovery of high-performance polymer electrolytes. The platform integrates three core components: a conditioned generative model, a computational evaluation module, and a feedback mechanism, creating a self-improving system for material innovation. To demonstrate the efficacy of this platform, it is used to design polymer electrolyte materials with high ionic conductivity. A simple conditional generative model, based on the minGPT architecture, can effectively ge","authors_text":"Arash Khajeh, Daniel Schweigert, Ha-Kyung Kwon, Weike Ye, Xiangyun Lei, Zhenze Yang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.chem-ph","submitted_at":"2023-12-07T03:00:38Z","title":"A Self-Improvable Polymer Discovery Framework Based on Conditional Generative Model"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.04013","kind":"arxiv","version":3},"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:b853e73abe3241142a62eabb86d344af8ba8ad334c35b69424f2f1f3c279ee94","target":"record","created_at":"2026-07-05T10:43:34Z","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":"d07d27b9337c9582a013004579273efd443472b29e41d191039fdcb29c31a40f","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.chem-ph","submitted_at":"2023-12-07T03:00:38Z","title_canon_sha256":"964b67fdadd40615a41f9183ef36d1510408e406f928c046cd1270097f6d524d"},"schema_version":"1.0","source":{"id":"2312.04013","kind":"arxiv","version":3}},"canonical_sha256":"3d4efffba8cee03a4892afb5ef740c41c5f337be235ffd4737f29c79dc6d82b7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3d4efffba8cee03a4892afb5ef740c41c5f337be235ffd4737f29c79dc6d82b7","first_computed_at":"2026-07-05T10:43:34.540349Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:43:34.540349Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"OIZSdZeHd42k4yExxrYly7UTW6+hEsZe07Iw/oqAZoY2WBVts/+b+QrD1p0iIPKbXIOaqP8XN+y9uXzvzJ3PDA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:43:34.540764Z","signed_message":"canonical_sha256_bytes"},"source_id":"2312.04013","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b853e73abe3241142a62eabb86d344af8ba8ad334c35b69424f2f1f3c279ee94","sha256:7bcc2bffb55bf46e91d44d04d2f4de6401fe795c569f0f0edcb8851c25f6d4bb"],"state_sha256":"04868c25f8cb2a44642f4d0639f761ecfed8bb11f2ff6542488d9679154f1a0c"}