{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2010:DGAJJ7J7QFYHQTKNPSDD5P35LC","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":"c5c2943ecafc0f086bb819afa375d71e042134a1ab5317ece974350d70be6100","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2010-09-25T07:05:29Z","title_canon_sha256":"f3955e9399a52032907ab926827c9422d88e285c68b9e88f469f4b0df58d9e01"},"schema_version":"1.0","source":{"id":"1009.4984","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1009.4984","created_at":"2026-05-18T04:40:19Z"},{"alias_kind":"arxiv_version","alias_value":"1009.4984v1","created_at":"2026-05-18T04:40:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1009.4984","created_at":"2026-05-18T04:40:19Z"},{"alias_kind":"pith_short_12","alias_value":"DGAJJ7J7QFYH","created_at":"2026-05-18T12:26:06Z"},{"alias_kind":"pith_short_16","alias_value":"DGAJJ7J7QFYHQTKN","created_at":"2026-05-18T12:26:06Z"},{"alias_kind":"pith_short_8","alias_value":"DGAJJ7J7","created_at":"2026-05-18T12:26:06Z"}],"graph_snapshots":[{"event_id":"sha256:a95a9658685d6c13a76a639d112e9576d6afbd11a2a29a7dcd8c858982e78f67","target":"graph","created_at":"2026-05-18T04:40:19Z","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":"Artificial neural networks have been successfully applied to a variety of business application problems involving classification and regression. Although backpropagation neural networks generally predict better than decision trees do for pattern classification problems, they are often regarded as black boxes, i.e., their predictions are not as interpretable as those of decision trees. In many applications, it is desirable to extract knowledge from trained neural networks so that the users can gain a better understanding of the solution. This paper presents an efficient algorithm to extract rul","authors_text":"Ahmed Ryadh Hasan, S. M. Kamruzzaman","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2010-09-25T07:05:29Z","title":"Rule Extraction using Artificial Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1009.4984","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":"sha256:0953e556547d3fea644f3ee6da28fcb3a9786ec239574d39a3fdcd04bc3cfa11","target":"record","created_at":"2026-05-18T04:40:19Z","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":"c5c2943ecafc0f086bb819afa375d71e042134a1ab5317ece974350d70be6100","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2010-09-25T07:05:29Z","title_canon_sha256":"f3955e9399a52032907ab926827c9422d88e285c68b9e88f469f4b0df58d9e01"},"schema_version":"1.0","source":{"id":"1009.4984","kind":"arxiv","version":1}},"canonical_sha256":"198094fd3f8170784d4d7c863ebf7d58825493644e50e61b178471a056fd39fc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"198094fd3f8170784d4d7c863ebf7d58825493644e50e61b178471a056fd39fc","first_computed_at":"2026-05-18T04:40:19.537276Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T04:40:19.537276Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"uy619ZbzBvDVJGVjTsRCdGMgLfgiwYABGkDS7oxM2yGCT/OYKRmOX/0gevpZL8x63+HqIQQInOiqW25lU04LBg==","signature_status":"signed_v1","signed_at":"2026-05-18T04:40:19.537983Z","signed_message":"canonical_sha256_bytes"},"source_id":"1009.4984","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0953e556547d3fea644f3ee6da28fcb3a9786ec239574d39a3fdcd04bc3cfa11","sha256:a95a9658685d6c13a76a639d112e9576d6afbd11a2a29a7dcd8c858982e78f67"],"state_sha256":"777002eeb9376611178422f302a24f7bddeb5dc35b0aa501f5a6823f2a003707"}