{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:WLOKMCHE6GAJ5R7XZWO3B2NUWS","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":"1448de6fe3d8feb6085d10d1a3e1b5c2fa9cbf038b40b226b76eb5bbd58d54af","cross_cats_sorted":["cs.LG","physics.bio-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2019-02-09T00:17:47Z","title_canon_sha256":"b940e945e22c38e59bbbab6da8a537fa512b94a9d43934601a5965450042aa54"},"schema_version":"1.0","source":{"id":"1902.03336","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1902.03336","created_at":"2026-05-17T23:44:29Z"},{"alias_kind":"arxiv_version","alias_value":"1902.03336v2","created_at":"2026-05-17T23:44:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1902.03336","created_at":"2026-05-17T23:44:29Z"},{"alias_kind":"pith_short_12","alias_value":"WLOKMCHE6GAJ","created_at":"2026-05-18T12:33:30Z"},{"alias_kind":"pith_short_16","alias_value":"WLOKMCHE6GAJ5R7X","created_at":"2026-05-18T12:33:30Z"},{"alias_kind":"pith_short_8","alias_value":"WLOKMCHE","created_at":"2026-05-18T12:33:30Z"}],"graph_snapshots":[{"event_id":"sha256:2b1815fcfdfa252e77b661686910edd0674ef4674abaa5e3915ff780293db1c6","target":"graph","created_at":"2026-05-17T23:44:29Z","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"},"paper":{"abstract_excerpt":"The success of enhanced sampling molecular simulations that accelerate along collective variables (CVs) is predicated on the availability of variables coincident with the slow collective motions governing the long-time conformational dynamics of a system. It is challenging to intuit these slow CVs for all but the simplest molecular systems, and their data-driven discovery directly from molecular simulation trajectories has been a central focus of the molecular simulation community to both unveil the important physical mechanisms and to drive enhanced sampling. In this work, we introduce state-","authors_text":"Andrew L Ferguson, Hythem Sidky, Wei Chen","cross_cats":["cs.LG","physics.bio-ph"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2019-02-09T00:17:47Z","title":"Nonlinear Discovery of Slow Molecular Modes using State-Free Reversible VAMPnets"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1902.03336","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":"sha256:26abc552e87ea779631129764993f0b75a56765c7512beb6427da151ab833403","target":"record","created_at":"2026-05-17T23:44:29Z","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":"1448de6fe3d8feb6085d10d1a3e1b5c2fa9cbf038b40b226b76eb5bbd58d54af","cross_cats_sorted":["cs.LG","physics.bio-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2019-02-09T00:17:47Z","title_canon_sha256":"b940e945e22c38e59bbbab6da8a537fa512b94a9d43934601a5965450042aa54"},"schema_version":"1.0","source":{"id":"1902.03336","kind":"arxiv","version":2}},"canonical_sha256":"b2dca608e4f1809ec7f7cd9db0e9b4b487db06593a5710d653a72c026e61d0f8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b2dca608e4f1809ec7f7cd9db0e9b4b487db06593a5710d653a72c026e61d0f8","first_computed_at":"2026-05-17T23:44:29.402526Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:44:29.402526Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"QmXeruq7ctfi1LuVJAy2AW/MhnlQx/yu1Vsn6RdUmLyMKDfrbC1Dxh8/SWes1JyzR/9TXs4iEcJTLuoRUvIzAQ==","signature_status":"signed_v1","signed_at":"2026-05-17T23:44:29.403395Z","signed_message":"canonical_sha256_bytes"},"source_id":"1902.03336","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:26abc552e87ea779631129764993f0b75a56765c7512beb6427da151ab833403","sha256:2b1815fcfdfa252e77b661686910edd0674ef4674abaa5e3915ff780293db1c6"],"state_sha256":"acb4cd823ce86862781d62906519b776f1bb138afe88e07c1617fccdd4df9d66"}