{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2018:L2TZFNZYCF2AOEC7IU3GBR4RGA","short_pith_number":"pith:L2TZFNZY","canonical_record":{"source":{"id":"1805.03364","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2018-05-09T03:56:24Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"6d08e66a8b00f39c531a6f412c53f7bebfe3e51d16733c2e9d024d8b04b90593","abstract_canon_sha256":"9f0e0b2b8178ae98617e15b1b9be59fa8e4e19837261fa7da3221a4e54612b19"},"schema_version":"1.0"},"canonical_sha256":"5ea792b738117407105f453660c791302ca9f45d74996662e933c2e651d4aa20","source":{"kind":"arxiv","id":"1805.03364","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1805.03364","created_at":"2026-05-18T00:16:19Z"},{"alias_kind":"arxiv_version","alias_value":"1805.03364v1","created_at":"2026-05-18T00:16:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1805.03364","created_at":"2026-05-18T00:16:19Z"},{"alias_kind":"pith_short_12","alias_value":"L2TZFNZYCF2A","created_at":"2026-05-18T12:32:33Z"},{"alias_kind":"pith_short_16","alias_value":"L2TZFNZYCF2AOEC7","created_at":"2026-05-18T12:32:33Z"},{"alias_kind":"pith_short_8","alias_value":"L2TZFNZY","created_at":"2026-05-18T12:32:33Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2018:L2TZFNZYCF2AOEC7IU3GBR4RGA","target":"record","payload":{"canonical_record":{"source":{"id":"1805.03364","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2018-05-09T03:56:24Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"6d08e66a8b00f39c531a6f412c53f7bebfe3e51d16733c2e9d024d8b04b90593","abstract_canon_sha256":"9f0e0b2b8178ae98617e15b1b9be59fa8e4e19837261fa7da3221a4e54612b19"},"schema_version":"1.0"},"canonical_sha256":"5ea792b738117407105f453660c791302ca9f45d74996662e933c2e651d4aa20","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:16:19.074565Z","signature_b64":"MK0vlbzjiZeahC0K9wYTTDYm9Qt/vPJ8tQruTFW3VyT5INhPUy0O8aE8fHFSyj6zDbZXEn1mhmCeF10KhJxPCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5ea792b738117407105f453660c791302ca9f45d74996662e933c2e651d4aa20","last_reissued_at":"2026-05-18T00:16:19.074081Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:16:19.074081Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1805.03364","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":"2026-05-18T00:16:19Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"92ph8vkJbB09iEWsEPU5OiXoS42itQU/eYysAXFjerz/f5sm+MwI0PCZTysKMauVPIL0HJdE/V5BP4oqJBB7Dw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T21:02:19.665028Z"},"content_sha256":"50be9cf64ba0c84b41c26bb579a37a3da0f827cdef3588ac6dadcb36552cde5f","schema_version":"1.0","event_id":"sha256:50be9cf64ba0c84b41c26bb579a37a3da0f827cdef3588ac6dadcb36552cde5f"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2018:L2TZFNZYCF2AOEC7IU3GBR4RGA","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"A Symbolic Approach to Explaining Bayesian Network Classifiers","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.AI","authors_text":"Adnan Darwiche, Andy Shih, Arthur Choi","submitted_at":"2018-05-09T03:56:24Z","abstract_excerpt":"We propose an approach for explaining Bayesian network classifiers, which is based on compiling such classifiers into decision functions that have a tractable and symbolic form. We introduce two types of explanations for why a classifier may have classified an instance positively or negatively and suggest algorithms for computing these explanations. The first type of explanation identifies a minimal set of the currently active features that is responsible for the current classification, while the second type of explanation identifies a minimal set of features whose current state (active or not"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1805.03364","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":""},"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":"2026-05-18T00:16:19Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"HFXqzKjuB/iGvsFsK7+8LBzYS8RjVr8N90vZL1Qd8hxnGO9Pc4YqbwIRpNS8y2Sqsr+boO3VvQ07zDpW0Ci/Aw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T21:02:19.667479Z"},"content_sha256":"b5b2147e56ea7568de5586170b29d2cd5ef09035d3ac7447464059acdeec5a8b","schema_version":"1.0","event_id":"sha256:b5b2147e56ea7568de5586170b29d2cd5ef09035d3ac7447464059acdeec5a8b"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/L2TZFNZYCF2AOEC7IU3GBR4RGA/bundle.json","state_url":"https://pith.science/pith/L2TZFNZYCF2AOEC7IU3GBR4RGA/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/L2TZFNZYCF2AOEC7IU3GBR4RGA/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":"2026-08-03T21:02:19Z","links":{"resolver":"https://pith.science/pith/L2TZFNZYCF2AOEC7IU3GBR4RGA","bundle":"https://pith.science/pith/L2TZFNZYCF2AOEC7IU3GBR4RGA/bundle.json","state":"https://pith.science/pith/L2TZFNZYCF2AOEC7IU3GBR4RGA/state.json","well_known_bundle":"https://pith.science/.well-known/pith/L2TZFNZYCF2AOEC7IU3GBR4RGA/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:L2TZFNZYCF2AOEC7IU3GBR4RGA","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":"9f0e0b2b8178ae98617e15b1b9be59fa8e4e19837261fa7da3221a4e54612b19","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2018-05-09T03:56:24Z","title_canon_sha256":"6d08e66a8b00f39c531a6f412c53f7bebfe3e51d16733c2e9d024d8b04b90593"},"schema_version":"1.0","source":{"id":"1805.03364","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1805.03364","created_at":"2026-05-18T00:16:19Z"},{"alias_kind":"arxiv_version","alias_value":"1805.03364v1","created_at":"2026-05-18T00:16:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1805.03364","created_at":"2026-05-18T00:16:19Z"},{"alias_kind":"pith_short_12","alias_value":"L2TZFNZYCF2A","created_at":"2026-05-18T12:32:33Z"},{"alias_kind":"pith_short_16","alias_value":"L2TZFNZYCF2AOEC7","created_at":"2026-05-18T12:32:33Z"},{"alias_kind":"pith_short_8","alias_value":"L2TZFNZY","created_at":"2026-05-18T12:32:33Z"}],"graph_snapshots":[{"event_id":"sha256:b5b2147e56ea7568de5586170b29d2cd5ef09035d3ac7447464059acdeec5a8b","target":"graph","created_at":"2026-05-18T00:16:19Z","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"},"paper":{"abstract_excerpt":"We propose an approach for explaining Bayesian network classifiers, which is based on compiling such classifiers into decision functions that have a tractable and symbolic form. We introduce two types of explanations for why a classifier may have classified an instance positively or negatively and suggest algorithms for computing these explanations. The first type of explanation identifies a minimal set of the currently active features that is responsible for the current classification, while the second type of explanation identifies a minimal set of features whose current state (active or not","authors_text":"Adnan Darwiche, Andy Shih, Arthur Choi","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2018-05-09T03:56:24Z","title":"A Symbolic Approach to Explaining Bayesian Network Classifiers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1805.03364","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":"sha256:50be9cf64ba0c84b41c26bb579a37a3da0f827cdef3588ac6dadcb36552cde5f","target":"record","created_at":"2026-05-18T00:16:19Z","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":"9f0e0b2b8178ae98617e15b1b9be59fa8e4e19837261fa7da3221a4e54612b19","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2018-05-09T03:56:24Z","title_canon_sha256":"6d08e66a8b00f39c531a6f412c53f7bebfe3e51d16733c2e9d024d8b04b90593"},"schema_version":"1.0","source":{"id":"1805.03364","kind":"arxiv","version":1}},"canonical_sha256":"5ea792b738117407105f453660c791302ca9f45d74996662e933c2e651d4aa20","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5ea792b738117407105f453660c791302ca9f45d74996662e933c2e651d4aa20","first_computed_at":"2026-05-18T00:16:19.074081Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:16:19.074081Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"MK0vlbzjiZeahC0K9wYTTDYm9Qt/vPJ8tQruTFW3VyT5INhPUy0O8aE8fHFSyj6zDbZXEn1mhmCeF10KhJxPCA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:16:19.074565Z","signed_message":"canonical_sha256_bytes"},"source_id":"1805.03364","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:50be9cf64ba0c84b41c26bb579a37a3da0f827cdef3588ac6dadcb36552cde5f","sha256:b5b2147e56ea7568de5586170b29d2cd5ef09035d3ac7447464059acdeec5a8b"],"state_sha256":"243144482cf2709019cb33c13c6e90d3c08824eca9d2047bfe307e3eace4c5e4"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"4HascfDZk+KOzft+173ybWMNwZas6/aUxc8b1CioZNkn5uUYvGQpQjCEBXJUbd8MCJ315MwvUbBD6LDsgAiPBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-03T21:02:19.676322Z","bundle_sha256":"f1a9a19c4185586acf68f2ac8251f76e3573b80f75fb1ffd6789f86e742574ec"}}