{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:P44KREA3QAGDNBUA4KJCB35IAG","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":"e8c20cefee2b8bcf8045918ee5b0e23467775d00b59e21bc579f156bfb079315","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.chem-ph","submitted_at":"2023-10-03T22:26:38Z","title_canon_sha256":"c21303bf2eeeb14deae0c78e37d2a8a98ad9ea166274873c9968b63633d2defb"},"schema_version":"1.0","source":{"id":"2310.03047","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.03047","created_at":"2026-07-05T07:08:12Z"},{"alias_kind":"arxiv_version","alias_value":"2310.03047v2","created_at":"2026-07-05T07:08:12Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.03047","created_at":"2026-07-05T07:08:12Z"},{"alias_kind":"pith_short_12","alias_value":"P44KREA3QAGD","created_at":"2026-07-05T07:08:12Z"},{"alias_kind":"pith_short_16","alias_value":"P44KREA3QAGDNBUA","created_at":"2026-07-05T07:08:12Z"},{"alias_kind":"pith_short_8","alias_value":"P44KREA3","created_at":"2026-07-05T07:08:12Z"}],"graph_snapshots":[{"event_id":"sha256:c0cf9ca050f0f4beaeb6a852ca62f80c5db4721f516c1eaf7cdd9b125c05b78f","target":"graph","created_at":"2026-07-05T07:08:12Z","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/2310.03047/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Electrolytes play a critical role in designing next-generation battery systems, by allowing efficient ion transfer, preventing charge transfer, and stabilizing electrode-electrolyte interfaces. In this work, we develop a differentiable geometric deep learning (GDL) model for chemical mixtures, DiffMix, which is applied in guiding robotic experimentation and optimization towards fast-charging battery electrolytes. In particular, we extend mixture thermodynamic and transport laws by creating GDL-learnable physical coefficients. We evaluate our model with mixture thermodynamics and ion transport ","authors_text":"Adarsh Dave, Bharath Ramsundar, Emil Annevelink, Hongyi Lin, Kevin Gering, Pin-Wen Guan, Shang Zhu, Venkatasubramanian Viswanathan","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.chem-ph","submitted_at":"2023-10-03T22:26:38Z","title":"Differentiable Modeling and Optimization of Battery Electrolyte Mixtures Using Geometric Deep Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.03047","kind":"arxiv","version":2},"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":"sha256:999e5e2af5a64a341b83753518fcf9bdd2b9fd74e81ae58a8b40d417adad7a2e","target":"record","created_at":"2026-07-05T07:08:12Z","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":"e8c20cefee2b8bcf8045918ee5b0e23467775d00b59e21bc579f156bfb079315","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.chem-ph","submitted_at":"2023-10-03T22:26:38Z","title_canon_sha256":"c21303bf2eeeb14deae0c78e37d2a8a98ad9ea166274873c9968b63633d2defb"},"schema_version":"1.0","source":{"id":"2310.03047","kind":"arxiv","version":2}},"canonical_sha256":"7f38a8901b800c368680e29220efa8019ccca5f920ae945ce8325708ec7b9c0f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7f38a8901b800c368680e29220efa8019ccca5f920ae945ce8325708ec7b9c0f","first_computed_at":"2026-07-05T07:08:12.837325Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:08:12.837325Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"6bffVKkeGRQWi2G0A4IqHNHy7OApBykRa+QEZ/QFe41aWgeKiIDffyJFgG+wtRu79DMT+6KLv/pA/OG+2CIACg==","signature_status":"signed_v1","signed_at":"2026-07-05T07:08:12.837842Z","signed_message":"canonical_sha256_bytes"},"source_id":"2310.03047","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:999e5e2af5a64a341b83753518fcf9bdd2b9fd74e81ae58a8b40d417adad7a2e","sha256:c0cf9ca050f0f4beaeb6a852ca62f80c5db4721f516c1eaf7cdd9b125c05b78f"],"state_sha256":"1bd638794bbc825c8ecfbf5391c678bc0afa6dc4a027d12c50a0414b4fdd4075"}