{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:S6Q77TTUPIRFW5J3IKCJTCUILC","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":"3d221ecc4d7a6abcb5216cd49bde5e26f370738a2048b6c1b1b1e30f50d566a0","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2017-10-13T05:12:03Z","title_canon_sha256":"e782ec847f9e9253a8ea4fa36ba10b9136b84bc7b5bfee38b1da7c3bfb52d8dd"},"schema_version":"1.0","source":{"id":"1710.04806","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1710.04806","created_at":"2026-05-18T00:29:59Z"},{"alias_kind":"arxiv_version","alias_value":"1710.04806v2","created_at":"2026-05-18T00:29:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1710.04806","created_at":"2026-05-18T00:29:59Z"},{"alias_kind":"pith_short_12","alias_value":"S6Q77TTUPIRF","created_at":"2026-05-18T12:31:43Z"},{"alias_kind":"pith_short_16","alias_value":"S6Q77TTUPIRFW5J3","created_at":"2026-05-18T12:31:43Z"},{"alias_kind":"pith_short_8","alias_value":"S6Q77TTU","created_at":"2026-05-18T12:31:43Z"}],"graph_snapshots":[{"event_id":"sha256:9c2e139f322b3d050e08d946ff831356ffa44b1118ba7d4ae3c6ad75f8fb6f49","target":"graph","created_at":"2026-05-18T00:29:59Z","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":"Deep neural networks are widely used for classification. These deep models often suffer from a lack of interpretability -- they are particularly difficult to understand because of their non-linear nature. As a result, neural networks are often treated as \"black box\" models, and in the past, have been trained purely to optimize the accuracy of predictions. In this work, we create a novel network architecture for deep learning that naturally explains its own reasoning for each prediction. This architecture contains an autoencoder and a special prototype layer, where each unit of that layer store","authors_text":"Chaofan Chen, Cynthia Rudin, Hao Liu, Oscar Li","cross_cats":["cs.LG","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2017-10-13T05:12:03Z","title":"Deep Learning for Case-Based Reasoning through Prototypes: A Neural Network that Explains Its Predictions"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1710.04806","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:d03118138904e7c3107be091493a467470c61781ece3ac5226a82f6cd5915aee","target":"record","created_at":"2026-05-18T00:29:59Z","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":"3d221ecc4d7a6abcb5216cd49bde5e26f370738a2048b6c1b1b1e30f50d566a0","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2017-10-13T05:12:03Z","title_canon_sha256":"e782ec847f9e9253a8ea4fa36ba10b9136b84bc7b5bfee38b1da7c3bfb52d8dd"},"schema_version":"1.0","source":{"id":"1710.04806","kind":"arxiv","version":2}},"canonical_sha256":"97a1ffce747a225b753b4284998a88588972d62df9de4fb7f609de71cb90fe38","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"97a1ffce747a225b753b4284998a88588972d62df9de4fb7f609de71cb90fe38","first_computed_at":"2026-05-18T00:29:59.416256Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:29:59.416256Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"klPcfu6fxAWDEXZZ/t8lJvqQORf0sOMeXry0JKfwhkcFwHV9q631Ndi+OSiJKBmqwojz6eHilX7KnrIF6q4/AA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:29:59.416914Z","signed_message":"canonical_sha256_bytes"},"source_id":"1710.04806","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d03118138904e7c3107be091493a467470c61781ece3ac5226a82f6cd5915aee","sha256:9c2e139f322b3d050e08d946ff831356ffa44b1118ba7d4ae3c6ad75f8fb6f49"],"state_sha256":"099aa8d676afd72ea8f56861efb591d2562a9938d99aa0f44b4f6ad913479520"}