{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:QUFBICWYSUHSXHZ5QVHPSVNSIC","short_pith_number":"pith:QUFBICWY","canonical_record":{"source":{"id":"2401.14461","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-01-25T19:00:25Z","cross_cats_sorted":["cs.LG","cs.LO"],"title_canon_sha256":"1ffb55f284aeba3867124eaffbdda4a78f0684ec5529b215b86c257fba1fbded","abstract_canon_sha256":"e945fafcbcadd4cb4f0a0380b92dd3d1286ca93ba780c8d3771e7971af7fe058"},"schema_version":"1.0"},"canonical_sha256":"850a140ad8950f2b9f3d854ef955b24086b2ed5ec6b8658109fe5b9293b838f5","source":{"kind":"arxiv","id":"2401.14461","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.14461","created_at":"2026-07-05T08:20:52Z"},{"alias_kind":"arxiv_version","alias_value":"2401.14461v2","created_at":"2026-07-05T08:20:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.14461","created_at":"2026-07-05T08:20:52Z"},{"alias_kind":"pith_short_12","alias_value":"QUFBICWYSUHS","created_at":"2026-07-05T08:20:52Z"},{"alias_kind":"pith_short_16","alias_value":"QUFBICWYSUHSXHZ5","created_at":"2026-07-05T08:20:52Z"},{"alias_kind":"pith_short_8","alias_value":"QUFBICWY","created_at":"2026-07-05T08:20:52Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:QUFBICWYSUHSXHZ5QVHPSVNSIC","target":"record","payload":{"canonical_record":{"source":{"id":"2401.14461","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-01-25T19:00:25Z","cross_cats_sorted":["cs.LG","cs.LO"],"title_canon_sha256":"1ffb55f284aeba3867124eaffbdda4a78f0684ec5529b215b86c257fba1fbded","abstract_canon_sha256":"e945fafcbcadd4cb4f0a0380b92dd3d1286ca93ba780c8d3771e7971af7fe058"},"schema_version":"1.0"},"canonical_sha256":"850a140ad8950f2b9f3d854ef955b24086b2ed5ec6b8658109fe5b9293b838f5","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:20:52.529823Z","signature_b64":"GAl+0ti0ptdYPeoLLwn++iyDbOSZmRpVJ0D9zzDdmVeeNpZ3dY3kxva9ax/dJkA8gdeIGE9FT6m/2hTXQDAgBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"850a140ad8950f2b9f3d854ef955b24086b2ed5ec6b8658109fe5b9293b838f5","last_reissued_at":"2026-07-05T08:20:52.529223Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:20:52.529223Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2401.14461","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":"2026-07-05T08:20:52Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"jR2bxwtrh71fs5AL5PvuJwYmSE7N0sPZNPgzyKtzWchFFjGs+RsWE/lOvS4YwQnxrHOL9aoOXxfOO8YLnraYDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-21T05:40:19.484823Z"},"content_sha256":"74e8809eaf1cac162997ef960b8650f97fa549c1b9c83af9974299624c5e92ef","schema_version":"1.0","event_id":"sha256:74e8809eaf1cac162997ef960b8650f97fa549c1b9c83af9974299624c5e92ef"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:QUFBICWYSUHSXHZ5QVHPSVNSIC","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Marabou 2.0: A Versatile Formal Analyzer of Neural Networks","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG","cs.LO"],"primary_cat":"cs.AI","authors_text":"Aleksandar Zelji\\'c, Clark Barrett, Ekaterina Komendantskaya, Guy Amir, Guy Katz, Haoze Wu, Idan Refaeli, Kyle Julian, Matthew Daggitt, Min Wu, Min Zhang, Omri Isac, Ori Lahav, Pei Huang, Shahaf Bassan, Teruhiro Tagomori, Wen Kokke","submitted_at":"2024-01-25T19:00:25Z","abstract_excerpt":"This paper serves as a comprehensive system description of version 2.0 of the Marabou framework for formal analysis of neural networks. We discuss the tool's architectural design and highlight the major features and components introduced since its initial release."},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.14461","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/2401.14461/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":"2026-07-05T08:20:52Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"JcbKDq91vRfqPIMTu8qUVO6cVzup+6ylhXO2N1jKywC7eCkMQ2Y3Vjg03l0mV1givSetiH1RPM7UBiK8Fh3dAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-21T05:40:19.485323Z"},"content_sha256":"e57ac4f0c7ee0becae0751e41a69d131597e2bd8ded584e362b5ba9a4c4b02e0","schema_version":"1.0","event_id":"sha256:e57ac4f0c7ee0becae0751e41a69d131597e2bd8ded584e362b5ba9a4c4b02e0"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/QUFBICWYSUHSXHZ5QVHPSVNSIC/bundle.json","state_url":"https://pith.science/pith/QUFBICWYSUHSXHZ5QVHPSVNSIC/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/QUFBICWYSUHSXHZ5QVHPSVNSIC/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":"2026-08-21T05:40:19Z","links":{"resolver":"https://pith.science/pith/QUFBICWYSUHSXHZ5QVHPSVNSIC","bundle":"https://pith.science/pith/QUFBICWYSUHSXHZ5QVHPSVNSIC/bundle.json","state":"https://pith.science/pith/QUFBICWYSUHSXHZ5QVHPSVNSIC/state.json","well_known_bundle":"https://pith.science/.well-known/pith/QUFBICWYSUHSXHZ5QVHPSVNSIC/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:QUFBICWYSUHSXHZ5QVHPSVNSIC","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":"e945fafcbcadd4cb4f0a0380b92dd3d1286ca93ba780c8d3771e7971af7fe058","cross_cats_sorted":["cs.LG","cs.LO"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-01-25T19:00:25Z","title_canon_sha256":"1ffb55f284aeba3867124eaffbdda4a78f0684ec5529b215b86c257fba1fbded"},"schema_version":"1.0","source":{"id":"2401.14461","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.14461","created_at":"2026-07-05T08:20:52Z"},{"alias_kind":"arxiv_version","alias_value":"2401.14461v2","created_at":"2026-07-05T08:20:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.14461","created_at":"2026-07-05T08:20:52Z"},{"alias_kind":"pith_short_12","alias_value":"QUFBICWYSUHS","created_at":"2026-07-05T08:20:52Z"},{"alias_kind":"pith_short_16","alias_value":"QUFBICWYSUHSXHZ5","created_at":"2026-07-05T08:20:52Z"},{"alias_kind":"pith_short_8","alias_value":"QUFBICWY","created_at":"2026-07-05T08:20:52Z"}],"graph_snapshots":[{"event_id":"sha256:e57ac4f0c7ee0becae0751e41a69d131597e2bd8ded584e362b5ba9a4c4b02e0","target":"graph","created_at":"2026-07-05T08:20:52Z","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/2401.14461/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper serves as a comprehensive system description of version 2.0 of the Marabou framework for formal analysis of neural networks. We discuss the tool's architectural design and highlight the major features and components introduced since its initial release.","authors_text":"Aleksandar Zelji\\'c, Clark Barrett, Ekaterina Komendantskaya, Guy Amir, Guy Katz, Haoze Wu, Idan Refaeli, Kyle Julian, Matthew Daggitt, Min Wu, Min Zhang, Omri Isac, Ori Lahav, Pei Huang, Shahaf Bassan, Teruhiro Tagomori, Wen Kokke","cross_cats":["cs.LG","cs.LO"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-01-25T19:00:25Z","title":"Marabou 2.0: A Versatile Formal Analyzer of Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.14461","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":"sha256:74e8809eaf1cac162997ef960b8650f97fa549c1b9c83af9974299624c5e92ef","target":"record","created_at":"2026-07-05T08:20:52Z","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":"e945fafcbcadd4cb4f0a0380b92dd3d1286ca93ba780c8d3771e7971af7fe058","cross_cats_sorted":["cs.LG","cs.LO"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-01-25T19:00:25Z","title_canon_sha256":"1ffb55f284aeba3867124eaffbdda4a78f0684ec5529b215b86c257fba1fbded"},"schema_version":"1.0","source":{"id":"2401.14461","kind":"arxiv","version":2}},"canonical_sha256":"850a140ad8950f2b9f3d854ef955b24086b2ed5ec6b8658109fe5b9293b838f5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"850a140ad8950f2b9f3d854ef955b24086b2ed5ec6b8658109fe5b9293b838f5","first_computed_at":"2026-07-05T08:20:52.529223Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:20:52.529223Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"GAl+0ti0ptdYPeoLLwn++iyDbOSZmRpVJ0D9zzDdmVeeNpZ3dY3kxva9ax/dJkA8gdeIGE9FT6m/2hTXQDAgBA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:20:52.529823Z","signed_message":"canonical_sha256_bytes"},"source_id":"2401.14461","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:74e8809eaf1cac162997ef960b8650f97fa549c1b9c83af9974299624c5e92ef","sha256:e57ac4f0c7ee0becae0751e41a69d131597e2bd8ded584e362b5ba9a4c4b02e0"],"state_sha256":"fdd1802e6b41f474868963d0f684d331ba1d47f85a9a3ed43a58fd091185ca90"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"EHwHJCHwaqLlKX6We/LiNcHWsyoV2V55hgjPzf5UilRzDaIWEwSIXnLkH24K1ak0+BrDX/AdJWnhCngyMBfVAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-21T05:40:19.490402Z","bundle_sha256":"684f536cc7b14e7d9ba809015a6157939224e4d6c459efb5de55fdd065b4d1a2"}}