{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:ZPIS7UQG3TL4WNBXPUKHH2JOUJ","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":"323a8c04c71325d51523bbb33a01100593d4d2a09c2fe284330419d0964c6514","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.comp-ph","submitted_at":"2025-06-12T17:55:48Z","title_canon_sha256":"e9c9835daf649d55b1e1fb240217259a82462428383f84a0aeea52e890457aac"},"schema_version":"1.0","source":{"id":"2506.10956","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.10956","created_at":"2026-07-05T11:20:40Z"},{"alias_kind":"arxiv_version","alias_value":"2506.10956v1","created_at":"2026-07-05T11:20:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.10956","created_at":"2026-07-05T11:20:40Z"},{"alias_kind":"pith_short_12","alias_value":"ZPIS7UQG3TL4","created_at":"2026-07-05T11:20:40Z"},{"alias_kind":"pith_short_16","alias_value":"ZPIS7UQG3TL4WNBX","created_at":"2026-07-05T11:20:40Z"},{"alias_kind":"pith_short_8","alias_value":"ZPIS7UQG","created_at":"2026-07-05T11:20:40Z"}],"graph_snapshots":[{"event_id":"sha256:147589f5cf18dbeb302b086dd308b5ad7a28c9cb2c65004704781005182fc753","target":"graph","created_at":"2026-07-05T11:20:40Z","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/2506.10956/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Machine-learned interatomic potentials have transformed computational research in the physical sciences. Recent atomistic `foundation' models have changed the field yet again: trained on many different chemical elements and domains, these potentials are widely applicable, but comparably slow and resource-intensive to run. Here we show how distillation via synthetic data can be used to cheaply transfer knowledge from atomistic foundation models to a range of different architectures, unlocking much smaller, more efficient potentials. We demonstrate speed-ups of $> 10\\times$ by distilling from on","authors_text":"Chiheb Ben Mahmoud, Chris J. Pickard, Daniel F. Thomas du Toit, Fausto Martelli, Fernanda Duarte, John L. A. Gardner, Laura-Bianca Pa\\c{s}ca, Louise A. M. Rosset, Veronika Juraskova, Volker L. Deringer, Zo\\'e Faure Beaulieu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.comp-ph","submitted_at":"2025-06-12T17:55:48Z","title":"Distillation of atomistic foundation models across architectures and chemical domains"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.10956","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:e1ffd614f790f4d6f5f2f6958cbc2a23f4c6be69f36da305383aa01737562d1a","target":"record","created_at":"2026-07-05T11:20:40Z","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":"323a8c04c71325d51523bbb33a01100593d4d2a09c2fe284330419d0964c6514","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.comp-ph","submitted_at":"2025-06-12T17:55:48Z","title_canon_sha256":"e9c9835daf649d55b1e1fb240217259a82462428383f84a0aeea52e890457aac"},"schema_version":"1.0","source":{"id":"2506.10956","kind":"arxiv","version":1}},"canonical_sha256":"cbd12fd206dcd7cb34377d1473e92ea24a672dc8224260b5f283f30991533cbe","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"cbd12fd206dcd7cb34377d1473e92ea24a672dc8224260b5f283f30991533cbe","first_computed_at":"2026-07-05T11:20:40.952168Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:20:40.952168Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"PWw7LYKD8qfLShpzPrKLGi8Ykz/NbgrX8YjBUD/XKkUu8n/clEZPeDAvlelmolM47G+lHFh9/IuhbYRfgdhzAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:20:40.952613Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.10956","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e1ffd614f790f4d6f5f2f6958cbc2a23f4c6be69f36da305383aa01737562d1a","sha256:147589f5cf18dbeb302b086dd308b5ad7a28c9cb2c65004704781005182fc753"],"state_sha256":"b3f96eef0dc740b589b985bfd1906e8d6a8ba463f4f8deb3ea083cb02e38c147"}