{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:GAR23UPDKYMBRLK6E4ZLYHAI55","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":"8b8930f9b04291fd29207f3423a3effb6001a0dcb8850a524092697d62fc62c1","cross_cats_sorted":["cs.SE"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-03T00:42:10Z","title_canon_sha256":"53a22ee890376cab8df858d8314108210b102bb9912969e27632e1600e671f67"},"schema_version":"1.0","source":{"id":"2606.04314","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.04314","created_at":"2026-06-04T01:09:03Z"},{"alias_kind":"arxiv_version","alias_value":"2606.04314v1","created_at":"2026-06-04T01:09:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.04314","created_at":"2026-06-04T01:09:03Z"},{"alias_kind":"pith_short_12","alias_value":"GAR23UPDKYMB","created_at":"2026-06-04T01:09:03Z"},{"alias_kind":"pith_short_16","alias_value":"GAR23UPDKYMBRLK6","created_at":"2026-06-04T01:09:03Z"},{"alias_kind":"pith_short_8","alias_value":"GAR23UPD","created_at":"2026-06-04T01:09:03Z"}],"graph_snapshots":[{"event_id":"sha256:b04c888a6ec4ca302f9f674df6ba925394d0ef2ca5de28267868d9eb4ffef67d","target":"graph","created_at":"2026-06-04T01:09:03Z","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/2606.04314/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"As neural networks are increasingly deployed in safety-critical domains, testing is essential to evaluate and improve their reliability. Existing testing methods, whether black-box or white-box, primarily use global mutation or coverage-guided strategies, both of which struggle to efficiently uncover diverse model failures while remaining proximate to the original data distribution and semantics. We propose BayesWarp, a testing framework that addresses this limitation by mutating decision-critical input regions identified via interpretable saliency techniques and adaptively guiding the testing","authors_text":"Bin Duan, Guowei Yang, Meiru Che","cross_cats":["cs.SE"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-03T00:42:10Z","title":"Testing Neural Networks via Bayesian-Guided Exploration of Decision Landscapes"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.04314","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:c6069f0e82ee40545e2631b1eec59ec45f8fddb0031a68baadf6ebe0a7f88b2e","target":"record","created_at":"2026-06-04T01:09:03Z","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":"8b8930f9b04291fd29207f3423a3effb6001a0dcb8850a524092697d62fc62c1","cross_cats_sorted":["cs.SE"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-03T00:42:10Z","title_canon_sha256":"53a22ee890376cab8df858d8314108210b102bb9912969e27632e1600e671f67"},"schema_version":"1.0","source":{"id":"2606.04314","kind":"arxiv","version":1}},"canonical_sha256":"3023add1e3561818ad5e2732bc1c08ef4cd5c8822a911c7e5936a5f95e96e5c7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3023add1e3561818ad5e2732bc1c08ef4cd5c8822a911c7e5936a5f95e96e5c7","first_computed_at":"2026-06-04T01:09:03.293547Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-04T01:09:03.293547Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"dcYjzD9nmVPQfxYrnYs4MrU8JToIYGoclSzOqq/7pNFuk/VDgWW//hCEbLY/Uy8eI0Sw4A9pR2xC744HcyFPCQ==","signature_status":"signed_v1","signed_at":"2026-06-04T01:09:03.294019Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.04314","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c6069f0e82ee40545e2631b1eec59ec45f8fddb0031a68baadf6ebe0a7f88b2e","sha256:b04c888a6ec4ca302f9f674df6ba925394d0ef2ca5de28267868d9eb4ffef67d"],"state_sha256":"1dff3dc0f0e8f4278205d49a9f940ae5347f5b652e974872c02c447aa805823e"}