{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:KS744ZOV5SZ35CEOMPJTOCNSO4","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":"ae7f965cf19f48e639a3aadd29a2269438e42e91454d9ae38e5289ebea2fdce6","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"physics.chem-ph","submitted_at":"2025-10-03T19:54:40Z","title_canon_sha256":"3dff39f7aeec622d60db876e53f84df98d5aad16d4b3489a1b5c3a5526d4240f"},"schema_version":"1.0","source":{"id":"2510.03479","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2510.03479","created_at":"2026-07-07T02:17:11Z"},{"alias_kind":"arxiv_version","alias_value":"2510.03479v3","created_at":"2026-07-07T02:17:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2510.03479","created_at":"2026-07-07T02:17:11Z"},{"alias_kind":"pith_short_12","alias_value":"KS744ZOV5SZ3","created_at":"2026-07-07T02:17:11Z"},{"alias_kind":"pith_short_16","alias_value":"KS744ZOV5SZ35CEO","created_at":"2026-07-07T02:17:11Z"},{"alias_kind":"pith_short_8","alias_value":"KS744ZOV","created_at":"2026-07-07T02:17:11Z"}],"graph_snapshots":[{"event_id":"sha256:166ca6d03348d935bde3bd13e9e2bf740b5a25ba884f3ad88031aca5cf7845e7","target":"graph","created_at":"2026-07-07T02:17:11Z","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/2510.03479/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Machine learning interatomic potentials (MLIPs) offer near-\\textit{ab initio} accuracy with the efficiency of classical force fields, making them attractive for modeling electrolytes. Collecting a diverse training set is essential for their accuracy and reliability, and explicit treatment of strong electrostatic interactions may be necessary. In this work, we demonstrated that D-optimality-based active learning can automatically generate diverse training sets for moment tensor potentials (MTPs), enabling reliable molecular dynamics simulations of pure ethylene carbonate (EC), ethyl methyl carb","authors_text":"Alexander Shapeev, Dmitry Korogod, Mikhail Polovinkin, Nikita Rybin, Olga Chalykh","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"physics.chem-ph","submitted_at":"2025-10-03T19:54:40Z","title":"Active learning and explicit electrostatics enable accurate modeling of electrolytes"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2510.03479","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":"sha256:90ef449d5d44eea57a929e62b1f0c8025c0add91c0883e4727d5b068aebb112d","target":"record","created_at":"2026-07-07T02:17:11Z","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":"ae7f965cf19f48e639a3aadd29a2269438e42e91454d9ae38e5289ebea2fdce6","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"physics.chem-ph","submitted_at":"2025-10-03T19:54:40Z","title_canon_sha256":"3dff39f7aeec622d60db876e53f84df98d5aad16d4b3489a1b5c3a5526d4240f"},"schema_version":"1.0","source":{"id":"2510.03479","kind":"arxiv","version":3}},"canonical_sha256":"54bfce65d5ecb3be888e63d33709b2773c3289e8742fb8b1b040b7a10c08274c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"54bfce65d5ecb3be888e63d33709b2773c3289e8742fb8b1b040b7a10c08274c","first_computed_at":"2026-07-07T02:17:11.053150Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-07T02:17:11.053150Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"sl4Ssud7GSKCsenfuohtiFam5CaUU9SiuWmm5P8WRNS30hbn/4EY8CbpIJfCZg8ejZZUmD6riNokdFlFkOzCBw==","signature_status":"signed_v1","signed_at":"2026-07-07T02:17:11.054411Z","signed_message":"canonical_sha256_bytes"},"source_id":"2510.03479","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:90ef449d5d44eea57a929e62b1f0c8025c0add91c0883e4727d5b068aebb112d","sha256:166ca6d03348d935bde3bd13e9e2bf740b5a25ba884f3ad88031aca5cf7845e7"],"state_sha256":"6d4ec47753e93a37cbfe9dc99a1028fcffed7ce0da7a113a8e9cd9aa4eea5d88"}