{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:J4SFV5DYWDD3PIGGNJCII4L3Z7","short_pith_number":"pith:J4SFV5DY","canonical_record":{"source":{"id":"2605.16198","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-05-15T17:13:27Z","cross_cats_sorted":["cs.CY","cs.LG","cs.LO"],"title_canon_sha256":"367b4f52159c2ad8f893b65875a9c9b2451c958c1767af03bca9bf0de70e2fbb","abstract_canon_sha256":"ff97e412c6871d3ff37f39b262336b81a5bb1d1a8a0677e1080cd4daa8dabc91"},"schema_version":"1.0"},"canonical_sha256":"4f245af478b0c7b7a0c66a4484717bcfef68ed3973254029345ffff47ace76e1","source":{"kind":"arxiv","id":"2605.16198","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.16198","created_at":"2026-05-20T00:01:57Z"},{"alias_kind":"arxiv_version","alias_value":"2605.16198v1","created_at":"2026-05-20T00:01:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.16198","created_at":"2026-05-20T00:01:57Z"},{"alias_kind":"pith_short_12","alias_value":"J4SFV5DYWDD3","created_at":"2026-05-20T00:01:57Z"},{"alias_kind":"pith_short_16","alias_value":"J4SFV5DYWDD3PIGG","created_at":"2026-05-20T00:01:57Z"},{"alias_kind":"pith_short_8","alias_value":"J4SFV5DY","created_at":"2026-05-20T00:01:57Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:J4SFV5DYWDD3PIGGNJCII4L3Z7","target":"record","payload":{"canonical_record":{"source":{"id":"2605.16198","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-05-15T17:13:27Z","cross_cats_sorted":["cs.CY","cs.LG","cs.LO"],"title_canon_sha256":"367b4f52159c2ad8f893b65875a9c9b2451c958c1767af03bca9bf0de70e2fbb","abstract_canon_sha256":"ff97e412c6871d3ff37f39b262336b81a5bb1d1a8a0677e1080cd4daa8dabc91"},"schema_version":"1.0"},"canonical_sha256":"4f245af478b0c7b7a0c66a4484717bcfef68ed3973254029345ffff47ace76e1","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-20T00:01:57.579235Z","signature_b64":"HtHW/2dahFsnC1GnyLKAZZYscQdXrD15UbHAtfp3+zsRxWZKrOz8uaeeRdjIG9yYOlWw5Svgdgq5R0UIF9OjDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"4f245af478b0c7b7a0c66a4484717bcfef68ed3973254029345ffff47ace76e1","last_reissued_at":"2026-05-20T00:01:57.578478Z","signature_status":"signed_v1","first_computed_at":"2026-05-20T00:01:57.578478Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2605.16198","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-20T00:01:57Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"R8Jg3mUYxx8mNR+U13HRwu0cICv7I/vwb3W+9TxPAnWtWngiqjIODNrWX/BSNnkAxRntZ5LMA5gl9ub9xj9PAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-22T04:43:30.970020Z"},"content_sha256":"54947580b4836641722e40f1fb0dc00d5d849e6a3471e0d4094417ba88eb0dc3","schema_version":"1.0","event_id":"sha256:54947580b4836641722e40f1fb0dc00d5d849e6a3471e0d4094417ba88eb0dc3"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:J4SFV5DYWDD3PIGGNJCII4L3Z7","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Formal Methods Meet LLMs: Auditing, Monitoring, and Intervention for Compliance of Advanced AI Systems","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.CY","cs.LG","cs.LO"],"primary_cat":"cs.AI","authors_text":"Parand A. Alamdari, Sheila A. McIlraith, Toryn Q. Klassen","submitted_at":"2026-05-15T17:13:27Z","abstract_excerpt":"We examine one particular dimension of AI governance: how to monitor and audit AI-enabled products and services throughout the AI development lifecycle, from pre-deployment testing to post-deployment auditing. Combining principles from formal methods with SoTA machine learning, we propose techniques that enable AI-enabled product and service developers, as well as third party AI developers and evaluators, to perform offline auditing and online (runtime) monitoring of product-specific (temporally extended) behavioral constraints such as safety constraints, norms, rules and regulations with resp"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.16198","kind":"arxiv","version":1},"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/2605.16198/integrity.json","findings":[],"available":true,"detectors_run":[{"name":"citation_quote_validity","ran_at":"2026-05-19T17:49:46.778199Z","status":"skipped","version":"0.1.0","findings_count":0},{"name":"ai_meta_artifact","ran_at":"2026-05-19T17:33:29.735833Z","status":"skipped","version":"1.0.0","findings_count":0},{"name":"external_links","ran_at":"2026-05-19T17:31:38.519363Z","status":"completed","version":"1.0.0","findings_count":0},{"name":"cited_work_retraction","ran_at":"2026-05-19T17:22:08.072615Z","status":"completed","version":"1.0.0","findings_count":0},{"name":"claim_evidence","ran_at":"2026-05-19T16:41:55.405821Z","status":"completed","version":"1.0.0","findings_count":0}],"snapshot_sha256":"c77df007b630ed1e3bc16166b78b90a349787a6f961382099133f5d06da85bae"},"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":"2026-05-20T00:01:57Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"OJ0mclBDPkH9P4CXeEN9WxF6pmYH2MTc1rdVIpnq+WZ1kOh9ZtTVsOo9Q7GWyYaMUSxfFEHMS2F9muxdyVh6Dg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-22T04:43:30.970714Z"},"content_sha256":"897391d2c8606fd2adc2e82418db69fa76515a09308528acfea6a3e4e65a1ef9","schema_version":"1.0","event_id":"sha256:897391d2c8606fd2adc2e82418db69fa76515a09308528acfea6a3e4e65a1ef9"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/J4SFV5DYWDD3PIGGNJCII4L3Z7/bundle.json","state_url":"https://pith.science/pith/J4SFV5DYWDD3PIGGNJCII4L3Z7/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/J4SFV5DYWDD3PIGGNJCII4L3Z7/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":"2026-05-22T04:43:30Z","links":{"resolver":"https://pith.science/pith/J4SFV5DYWDD3PIGGNJCII4L3Z7","bundle":"https://pith.science/pith/J4SFV5DYWDD3PIGGNJCII4L3Z7/bundle.json","state":"https://pith.science/pith/J4SFV5DYWDD3PIGGNJCII4L3Z7/state.json","well_known_bundle":"https://pith.science/.well-known/pith/J4SFV5DYWDD3PIGGNJCII4L3Z7/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:J4SFV5DYWDD3PIGGNJCII4L3Z7","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":"ff97e412c6871d3ff37f39b262336b81a5bb1d1a8a0677e1080cd4daa8dabc91","cross_cats_sorted":["cs.CY","cs.LG","cs.LO"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-05-15T17:13:27Z","title_canon_sha256":"367b4f52159c2ad8f893b65875a9c9b2451c958c1767af03bca9bf0de70e2fbb"},"schema_version":"1.0","source":{"id":"2605.16198","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.16198","created_at":"2026-05-20T00:01:57Z"},{"alias_kind":"arxiv_version","alias_value":"2605.16198v1","created_at":"2026-05-20T00:01:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.16198","created_at":"2026-05-20T00:01:57Z"},{"alias_kind":"pith_short_12","alias_value":"J4SFV5DYWDD3","created_at":"2026-05-20T00:01:57Z"},{"alias_kind":"pith_short_16","alias_value":"J4SFV5DYWDD3PIGG","created_at":"2026-05-20T00:01:57Z"},{"alias_kind":"pith_short_8","alias_value":"J4SFV5DY","created_at":"2026-05-20T00:01:57Z"}],"graph_snapshots":[{"event_id":"sha256:897391d2c8606fd2adc2e82418db69fa76515a09308528acfea6a3e4e65a1ef9","target":"graph","created_at":"2026-05-20T00:01:57Z","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":[{"findings_count":0,"name":"citation_quote_validity","ran_at":"2026-05-19T17:49:46.778199Z","status":"skipped","version":"0.1.0"},{"findings_count":0,"name":"ai_meta_artifact","ran_at":"2026-05-19T17:33:29.735833Z","status":"skipped","version":"1.0.0"},{"findings_count":0,"name":"external_links","ran_at":"2026-05-19T17:31:38.519363Z","status":"completed","version":"1.0.0"},{"findings_count":0,"name":"cited_work_retraction","ran_at":"2026-05-19T17:22:08.072615Z","status":"completed","version":"1.0.0"},{"findings_count":0,"name":"claim_evidence","ran_at":"2026-05-19T16:41:55.405821Z","status":"completed","version":"1.0.0"}],"endpoint":"/pith/2605.16198/integrity.json","findings":[],"snapshot_sha256":"c77df007b630ed1e3bc16166b78b90a349787a6f961382099133f5d06da85bae","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We examine one particular dimension of AI governance: how to monitor and audit AI-enabled products and services throughout the AI development lifecycle, from pre-deployment testing to post-deployment auditing. Combining principles from formal methods with SoTA machine learning, we propose techniques that enable AI-enabled product and service developers, as well as third party AI developers and evaluators, to perform offline auditing and online (runtime) monitoring of product-specific (temporally extended) behavioral constraints such as safety constraints, norms, rules and regulations with resp","authors_text":"Parand A. Alamdari, Sheila A. McIlraith, Toryn Q. Klassen","cross_cats":["cs.CY","cs.LG","cs.LO"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-05-15T17:13:27Z","title":"Formal Methods Meet LLMs: Auditing, Monitoring, and Intervention for Compliance of Advanced AI Systems"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.16198","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":"sha256:54947580b4836641722e40f1fb0dc00d5d849e6a3471e0d4094417ba88eb0dc3","target":"record","created_at":"2026-05-20T00:01:57Z","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":"ff97e412c6871d3ff37f39b262336b81a5bb1d1a8a0677e1080cd4daa8dabc91","cross_cats_sorted":["cs.CY","cs.LG","cs.LO"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-05-15T17:13:27Z","title_canon_sha256":"367b4f52159c2ad8f893b65875a9c9b2451c958c1767af03bca9bf0de70e2fbb"},"schema_version":"1.0","source":{"id":"2605.16198","kind":"arxiv","version":1}},"canonical_sha256":"4f245af478b0c7b7a0c66a4484717bcfef68ed3973254029345ffff47ace76e1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4f245af478b0c7b7a0c66a4484717bcfef68ed3973254029345ffff47ace76e1","first_computed_at":"2026-05-20T00:01:57.578478Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-20T00:01:57.578478Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"HtHW/2dahFsnC1GnyLKAZZYscQdXrD15UbHAtfp3+zsRxWZKrOz8uaeeRdjIG9yYOlWw5Svgdgq5R0UIF9OjDQ==","signature_status":"signed_v1","signed_at":"2026-05-20T00:01:57.579235Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.16198","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:54947580b4836641722e40f1fb0dc00d5d849e6a3471e0d4094417ba88eb0dc3","sha256:897391d2c8606fd2adc2e82418db69fa76515a09308528acfea6a3e4e65a1ef9"],"state_sha256":"928efd450655e9980960401725ad214e1da6ddd61796c4e26d99fecc74de63fb"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"BfmHB56FOrTftYWYoqPHa8HBgJ9iFvoO7VJHdrR0I7CspncmS7jMyDIJvd47zXWycHfSM/A5YHjBcYEAlOEpDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-05-22T04:43:30.973834Z","bundle_sha256":"0b75f8791b93b32ebed4a381a6626c90bd98cff9fb36fa9255e7363ba8f2e8d5"}}