{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:EJPPPMVBOEZOBDQWWOHLYJH3BO","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":"719bf46c3d1824390f8d0e8abb70c2b6e739c9d2444bb971caf0ec09881f6842","cross_cats_sorted":["cs.AI","cs.LO"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-06-25T09:27:02Z","title_canon_sha256":"545b3f4bb72866e156166bc34e9bd094665fb84d04bdc095906ed66d74e186fb"},"schema_version":"1.0","source":{"id":"2507.02916","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.02916","created_at":"2026-07-05T11:31:48Z"},{"alias_kind":"arxiv_version","alias_value":"2507.02916v1","created_at":"2026-07-05T11:31:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.02916","created_at":"2026-07-05T11:31:48Z"},{"alias_kind":"pith_short_12","alias_value":"EJPPPMVBOEZO","created_at":"2026-07-05T11:31:48Z"},{"alias_kind":"pith_short_16","alias_value":"EJPPPMVBOEZOBDQW","created_at":"2026-07-05T11:31:48Z"},{"alias_kind":"pith_short_8","alias_value":"EJPPPMVB","created_at":"2026-07-05T11:31:48Z"}],"graph_snapshots":[{"event_id":"sha256:f836012d3dc6852872db9e59757019eebb8631b0154978edafd9ca6718cc6dae","target":"graph","created_at":"2026-07-05T11:31:48Z","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/2507.02916/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Neural networks have emerged as essential components in safety-critical applications -- these use cases demand complex, yet trustworthy computations. Binarized Neural Networks (BNNs) are a type of neural network where each neuron is constrained to a Boolean value; they are particularly well-suited for safety-critical tasks because they retain much of the computational capacities of full-scale (floating-point or quantized) deep neural networks, but remain compatible with satisfiability solvers for qualitative verification and with model counters for quantitative reasoning. However, existing met","authors_text":"Jiong Yang, Kuldeep S. Meel, Magnus O. Myreen, Mate Soos, Yong Kiam Tan","cross_cats":["cs.AI","cs.LO"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-06-25T09:27:02Z","title":"Efficient Certified Reasoning for Binarized Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.02916","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":"sha256:5140f3e583185e4e98afc4f7e990cd6e301dc3a139b0c524bcefa95443c9de3e","target":"record","created_at":"2026-07-05T11:31:48Z","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":"719bf46c3d1824390f8d0e8abb70c2b6e739c9d2444bb971caf0ec09881f6842","cross_cats_sorted":["cs.AI","cs.LO"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-06-25T09:27:02Z","title_canon_sha256":"545b3f4bb72866e156166bc34e9bd094665fb84d04bdc095906ed66d74e186fb"},"schema_version":"1.0","source":{"id":"2507.02916","kind":"arxiv","version":1}},"canonical_sha256":"225ef7b2a17132e08e16b38ebc24fb0ba472410b870462fbea4908b317cb20c2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"225ef7b2a17132e08e16b38ebc24fb0ba472410b870462fbea4908b317cb20c2","first_computed_at":"2026-07-05T11:31:48.674835Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:31:48.674835Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"e21W7sgAnHjirVfwhYW4ejn+NB+daaWtITxn0OdFEW3fxuzyLOvDnOdfE3oJDm9TbizHIVqJLiLhYJ7UouDUAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:31:48.675264Z","signed_message":"canonical_sha256_bytes"},"source_id":"2507.02916","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5140f3e583185e4e98afc4f7e990cd6e301dc3a139b0c524bcefa95443c9de3e","sha256:f836012d3dc6852872db9e59757019eebb8631b0154978edafd9ca6718cc6dae"],"state_sha256":"1aa7c6e6e18d05626df74cd7e3b5a0290178cc2b691961e81c1e050094337777"}