{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:5WOKPANI6T7T6Z4KM7WD6O232R","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":"ce95638a770d784914aeadbe682b50fe8c459a332316ad023f314fc6d9be3e06","cross_cats_sorted":["physics.chem-ph"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2025-05-23T17:51:09Z","title_canon_sha256":"a45a4d04c7018095633a5230cbf0b6998678c4dfa788dbf3cee41ad0135937ce"},"schema_version":"1.0","source":{"id":"2505.18141","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.18141","created_at":"2026-07-05T11:08:37Z"},{"alias_kind":"arxiv_version","alias_value":"2505.18141v1","created_at":"2026-07-05T11:08:37Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.18141","created_at":"2026-07-05T11:08:37Z"},{"alias_kind":"pith_short_12","alias_value":"5WOKPANI6T7T","created_at":"2026-07-05T11:08:37Z"},{"alias_kind":"pith_short_16","alias_value":"5WOKPANI6T7T6Z4K","created_at":"2026-07-05T11:08:37Z"},{"alias_kind":"pith_short_8","alias_value":"5WOKPANI","created_at":"2026-07-05T11:08:37Z"}],"graph_snapshots":[{"event_id":"sha256:593c6795d7847e513884356ce947e46dafd55d43a2ffd8f560cae56fb527fbd5","target":"graph","created_at":"2026-07-05T11:08:37Z","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/2505.18141/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The ability to accurately model interatomic interactions in large-scale systems is fundamental to understanding a wide range of physical and chemical phenomena, from drug-protein binding to the behavior of next-generation materials. While machine learning interatomic potentials (MLIPs) have made it possible to achieve ab initio-level accuracy at significantly reduced computational cost, they still require very large training datasets and incur substantial training time and expense. In this work, we propose the Interpolating Neural Network Force Field (INN-FF), a novel framework that merges int","authors_text":"Chanwook Park, Intesar Jawad Jaigirdar, Sourav Saha, Taskin Mehereen","cross_cats":["physics.chem-ph"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2025-05-23T17:51:09Z","title":"INN-FF: A Scalable and Efficient Machine Learning Potential for Molecular Dynamics"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.18141","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":"sha256:0ecc6d0983253b3d0222a51bfc68a60737d000aa01ad3c8492f7621c37899d70","target":"record","created_at":"2026-07-05T11:08:37Z","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":"ce95638a770d784914aeadbe682b50fe8c459a332316ad023f314fc6d9be3e06","cross_cats_sorted":["physics.chem-ph"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cond-mat.mtrl-sci","submitted_at":"2025-05-23T17:51:09Z","title_canon_sha256":"a45a4d04c7018095633a5230cbf0b6998678c4dfa788dbf3cee41ad0135937ce"},"schema_version":"1.0","source":{"id":"2505.18141","kind":"arxiv","version":1}},"canonical_sha256":"ed9ca781a8f4ff3f678a67ec3f3b5bd47dcd04c830195af62a01ba87eaa9d682","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ed9ca781a8f4ff3f678a67ec3f3b5bd47dcd04c830195af62a01ba87eaa9d682","first_computed_at":"2026-07-05T11:08:37.091624Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:08:37.091624Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"LsVGs++PD6WAjcDouscsmnjrKbsA9HqAr3KbIw7izCLnEwxte+A98/Q4/w/5VzlL0wkgJo282GmiSzQNqsL7CQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:08:37.092114Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.18141","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0ecc6d0983253b3d0222a51bfc68a60737d000aa01ad3c8492f7621c37899d70","sha256:593c6795d7847e513884356ce947e46dafd55d43a2ffd8f560cae56fb527fbd5"],"state_sha256":"89e6599f0c76aa8c2492f40b27e46c82434c960eeecb9354992d38177ea42d1a"}