{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:7KG53S4Z6NKNXOWONJMHY6F5LV","short_pith_number":"pith:7KG53S4Z","canonical_record":{"source":{"id":"2402.01338","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.stat-mech","submitted_at":"2024-02-02T11:47:56Z","cross_cats_sorted":["cond-mat.soft","cs.LG","physics.bio-ph"],"title_canon_sha256":"45a9f43f155ea05cebd795cd4397183474ea40974bfa254339b7d274e1a3bdd3","abstract_canon_sha256":"c2c3fa0c5672dbd5c5a556c6be83ef063ae33abe50f222e984c07616a322c2da"},"schema_version":"1.0"},"canonical_sha256":"fa8dddcb99f354dbbace6a587c78bd5d5cbdf631e367fbd71c438706772b4876","source":{"kind":"arxiv","id":"2402.01338","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.01338","created_at":"2026-07-05T10:56:05Z"},{"alias_kind":"arxiv_version","alias_value":"2402.01338v2","created_at":"2026-07-05T10:56:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.01338","created_at":"2026-07-05T10:56:05Z"},{"alias_kind":"pith_short_12","alias_value":"7KG53S4Z6NKN","created_at":"2026-07-05T10:56:05Z"},{"alias_kind":"pith_short_16","alias_value":"7KG53S4Z6NKNXOWO","created_at":"2026-07-05T10:56:05Z"},{"alias_kind":"pith_short_8","alias_value":"7KG53S4Z","created_at":"2026-07-05T10:56:05Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:7KG53S4Z6NKNXOWONJMHY6F5LV","target":"record","payload":{"canonical_record":{"source":{"id":"2402.01338","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.stat-mech","submitted_at":"2024-02-02T11:47:56Z","cross_cats_sorted":["cond-mat.soft","cs.LG","physics.bio-ph"],"title_canon_sha256":"45a9f43f155ea05cebd795cd4397183474ea40974bfa254339b7d274e1a3bdd3","abstract_canon_sha256":"c2c3fa0c5672dbd5c5a556c6be83ef063ae33abe50f222e984c07616a322c2da"},"schema_version":"1.0"},"canonical_sha256":"fa8dddcb99f354dbbace6a587c78bd5d5cbdf631e367fbd71c438706772b4876","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:56:05.039047Z","signature_b64":"m7t4FXIZ0xtVOSwZxWEr2XFphp9u3VcPuLauJ93pYZOB0ZiphGzBqwn2f2R6sykOO80JDF/N7Huzv03rQDKYDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"fa8dddcb99f354dbbace6a587c78bd5d5cbdf631e367fbd71c438706772b4876","last_reissued_at":"2026-07-05T10:56:05.038563Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:56:05.038563Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2402.01338","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:56:05Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"8S3P/MTxk5xYqUzV4owF1DiWFDCS6401xOlKTa+Zf/KpVh+EQWDnHH35t16xKdi6WXuSTxs/GbZatHK61wTxBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T21:31:54.958520Z"},"content_sha256":"4a2344d0802931793ab8af9f0e95e63022ec0ea5428ccddcb0cf790a8a3fa4d7","schema_version":"1.0","event_id":"sha256:4a2344d0802931793ab8af9f0e95e63022ec0ea5428ccddcb0cf790a8a3fa4d7"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:7KG53S4Z6NKNXOWONJMHY6F5LV","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Inferring the Langevin Equation with Uncertainty via Bayesian Neural Networks","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cond-mat.soft","cs.LG","physics.bio-ph"],"primary_cat":"cond-mat.stat-mech","authors_text":"Hawoong Jeong, Seungwoong Ha, Youngkyoung Bae","submitted_at":"2024-02-02T11:47:56Z","abstract_excerpt":"Pervasive across diverse domains, stochastic systems exhibit fluctuations in processes ranging from molecular dynamics to climate phenomena. The Langevin equation has served as a common mathematical model for studying such systems, enabling predictions of their temporal evolution and analyses of thermodynamic quantities, including absorbed heat, work done on the system, and entropy production. However, inferring the Langevin equation from observed trajectories is a challenging problem, and assessing the uncertainty associated with the inferred equation has yet to be accomplished. In this study"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.01338","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2402.01338/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:56:05Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"nE0IPE+FAuyrN9NRkjfcScBeUZkH86GYlf3QLnfNJ6H7GP3JYinqcDMJb6UTx0ZxU07iFJg6+RELe6oQa8kyBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T21:31:54.959071Z"},"content_sha256":"fb17b80f34663a9e63cad8cef12b0e11b4cfab9983c4b69bb356769e2052751d","schema_version":"1.0","event_id":"sha256:fb17b80f34663a9e63cad8cef12b0e11b4cfab9983c4b69bb356769e2052751d"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/7KG53S4Z6NKNXOWONJMHY6F5LV/bundle.json","state_url":"https://pith.science/pith/7KG53S4Z6NKNXOWONJMHY6F5LV/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/7KG53S4Z6NKNXOWONJMHY6F5LV/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-19T21:31:54Z","links":{"resolver":"https://pith.science/pith/7KG53S4Z6NKNXOWONJMHY6F5LV","bundle":"https://pith.science/pith/7KG53S4Z6NKNXOWONJMHY6F5LV/bundle.json","state":"https://pith.science/pith/7KG53S4Z6NKNXOWONJMHY6F5LV/state.json","well_known_bundle":"https://pith.science/.well-known/pith/7KG53S4Z6NKNXOWONJMHY6F5LV/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:7KG53S4Z6NKNXOWONJMHY6F5LV","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":"c2c3fa0c5672dbd5c5a556c6be83ef063ae33abe50f222e984c07616a322c2da","cross_cats_sorted":["cond-mat.soft","cs.LG","physics.bio-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.stat-mech","submitted_at":"2024-02-02T11:47:56Z","title_canon_sha256":"45a9f43f155ea05cebd795cd4397183474ea40974bfa254339b7d274e1a3bdd3"},"schema_version":"1.0","source":{"id":"2402.01338","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.01338","created_at":"2026-07-05T10:56:05Z"},{"alias_kind":"arxiv_version","alias_value":"2402.01338v2","created_at":"2026-07-05T10:56:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.01338","created_at":"2026-07-05T10:56:05Z"},{"alias_kind":"pith_short_12","alias_value":"7KG53S4Z6NKN","created_at":"2026-07-05T10:56:05Z"},{"alias_kind":"pith_short_16","alias_value":"7KG53S4Z6NKNXOWO","created_at":"2026-07-05T10:56:05Z"},{"alias_kind":"pith_short_8","alias_value":"7KG53S4Z","created_at":"2026-07-05T10:56:05Z"}],"graph_snapshots":[{"event_id":"sha256:fb17b80f34663a9e63cad8cef12b0e11b4cfab9983c4b69bb356769e2052751d","target":"graph","created_at":"2026-07-05T10:56:05Z","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/2402.01338/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Pervasive across diverse domains, stochastic systems exhibit fluctuations in processes ranging from molecular dynamics to climate phenomena. The Langevin equation has served as a common mathematical model for studying such systems, enabling predictions of their temporal evolution and analyses of thermodynamic quantities, including absorbed heat, work done on the system, and entropy production. However, inferring the Langevin equation from observed trajectories is a challenging problem, and assessing the uncertainty associated with the inferred equation has yet to be accomplished. In this study","authors_text":"Hawoong Jeong, Seungwoong Ha, Youngkyoung Bae","cross_cats":["cond-mat.soft","cs.LG","physics.bio-ph"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.stat-mech","submitted_at":"2024-02-02T11:47:56Z","title":"Inferring the Langevin Equation with Uncertainty via Bayesian Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.01338","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":"sha256:4a2344d0802931793ab8af9f0e95e63022ec0ea5428ccddcb0cf790a8a3fa4d7","target":"record","created_at":"2026-07-05T10:56:05Z","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":"c2c3fa0c5672dbd5c5a556c6be83ef063ae33abe50f222e984c07616a322c2da","cross_cats_sorted":["cond-mat.soft","cs.LG","physics.bio-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cond-mat.stat-mech","submitted_at":"2024-02-02T11:47:56Z","title_canon_sha256":"45a9f43f155ea05cebd795cd4397183474ea40974bfa254339b7d274e1a3bdd3"},"schema_version":"1.0","source":{"id":"2402.01338","kind":"arxiv","version":2}},"canonical_sha256":"fa8dddcb99f354dbbace6a587c78bd5d5cbdf631e367fbd71c438706772b4876","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fa8dddcb99f354dbbace6a587c78bd5d5cbdf631e367fbd71c438706772b4876","first_computed_at":"2026-07-05T10:56:05.038563Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:56:05.038563Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"m7t4FXIZ0xtVOSwZxWEr2XFphp9u3VcPuLauJ93pYZOB0ZiphGzBqwn2f2R6sykOO80JDF/N7Huzv03rQDKYDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:56:05.039047Z","signed_message":"canonical_sha256_bytes"},"source_id":"2402.01338","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4a2344d0802931793ab8af9f0e95e63022ec0ea5428ccddcb0cf790a8a3fa4d7","sha256:fb17b80f34663a9e63cad8cef12b0e11b4cfab9983c4b69bb356769e2052751d"],"state_sha256":"277d787cbe3f1c801a974a7302feb31628d5335d7ee442700a3a4e197851f65a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"94S2KKNphqvFpazKLq0Hu+7gwb3tSN8/JpL9EH8HidpyEtZKTSXfgLRXnedRAVkkp1XQjCIQuTVEXcCI7gfDDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-19T21:31:54.966101Z","bundle_sha256":"8995744443387aaea369878613935ae5a28e0b70d0f03b56bd3a3d4e97909729"}}