{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:AP3NZ4E2YZDXOWMQPER7C5HUOG","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":"0392a76231e1a98a608f89febfbb8cc5a77c05e4d1172a2195febdd02d376e44","cross_cats_sorted":["cs.SY"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.SY","submitted_at":"2024-03-08T14:31:20Z","title_canon_sha256":"b2bbebae0536024d59d64390ab9a2de0d99393f05070e2479bcd5cf72a1a3d1e"},"schema_version":"1.0","source":{"id":"2403.05350","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.05350","created_at":"2026-07-05T07:53:54Z"},{"alias_kind":"arxiv_version","alias_value":"2403.05350v1","created_at":"2026-07-05T07:53:54Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.05350","created_at":"2026-07-05T07:53:54Z"},{"alias_kind":"pith_short_12","alias_value":"AP3NZ4E2YZDX","created_at":"2026-07-05T07:53:54Z"},{"alias_kind":"pith_short_16","alias_value":"AP3NZ4E2YZDXOWMQ","created_at":"2026-07-05T07:53:54Z"},{"alias_kind":"pith_short_8","alias_value":"AP3NZ4E2","created_at":"2026-07-05T07:53:54Z"}],"graph_snapshots":[{"event_id":"sha256:8c7c6e6ce0982a7950e17c5a4f486e410e07d3295c5e181af64f9b7ac334a178","target":"graph","created_at":"2026-07-05T07:53:54Z","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/2403.05350/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"A novel data-driven method for formal verification is proposed to study complex systems operating in safety-critical domains. The proposed approach is able to formally verify discrete-time stochastic dynamical systems against temporal logic specifications only using observation samples and without the knowledge of the model, and provide a probabilistic guarantee on the satisfaction of the specification. We first propose the theoretical results for using non-parametric estimation to estimate an asymptotic upper bound for the \\emph{Lipschitz constant} of the stochastic system, which can determin","authors_text":"Chenyu Ma, Sadegh Soudjani, Saleh Soudijani, Zhi Zhang","cross_cats":["cs.SY"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.SY","submitted_at":"2024-03-08T14:31:20Z","title":"Formal Verification of Unknown Stochastic Systems via Non-parametric Estimation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.05350","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":"sha256:90081d0fc5f540c4d7e438ac05bbf5699de09a92a13df2117a21869563c7c1bc","target":"record","created_at":"2026-07-05T07:53:54Z","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":"0392a76231e1a98a608f89febfbb8cc5a77c05e4d1172a2195febdd02d376e44","cross_cats_sorted":["cs.SY"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.SY","submitted_at":"2024-03-08T14:31:20Z","title_canon_sha256":"b2bbebae0536024d59d64390ab9a2de0d99393f05070e2479bcd5cf72a1a3d1e"},"schema_version":"1.0","source":{"id":"2403.05350","kind":"arxiv","version":1}},"canonical_sha256":"03f6dcf09ac6477759907923f174f47198499fa9c49a49d5b6bb5f1b48074396","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"03f6dcf09ac6477759907923f174f47198499fa9c49a49d5b6bb5f1b48074396","first_computed_at":"2026-07-05T07:53:54.159700Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:53:54.159700Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Ga425SxyUgLi4bNagYamJnj44vLS4aj6e8OGh7hOtFBn6pCA/1Cr3w+r3P0xiWdE6Rs20v+07b1HWloWSR8sAA==","signature_status":"signed_v1","signed_at":"2026-07-05T07:53:54.160196Z","signed_message":"canonical_sha256_bytes"},"source_id":"2403.05350","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:90081d0fc5f540c4d7e438ac05bbf5699de09a92a13df2117a21869563c7c1bc","sha256:8c7c6e6ce0982a7950e17c5a4f486e410e07d3295c5e181af64f9b7ac334a178"],"state_sha256":"f5a166f0270696565e60bc802c964909664141ae17a1ff7dd1cb5a6628422eee"}