{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:4GINYBX4HHPI2FEDMXZX4GSUGN","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":"7be9eb9be89298cbd7ed99b6030e59ba6f3c2f6ba83a6f108e878bb07dd41f22","cross_cats_sorted":["cs.AI","cs.RO"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2018-12-13T20:58:37Z","title_canon_sha256":"6478a85556c15360521a570c5a7c6b116cc224d76c30e3187fb02e8cfee6bad7"},"schema_version":"1.0","source":{"id":"1812.05687","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1812.05687","created_at":"2026-05-17T23:54:58Z"},{"alias_kind":"arxiv_version","alias_value":"1812.05687v2","created_at":"2026-05-17T23:54:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1812.05687","created_at":"2026-05-17T23:54:58Z"},{"alias_kind":"pith_short_12","alias_value":"4GINYBX4HHPI","created_at":"2026-05-18T12:32:05Z"},{"alias_kind":"pith_short_16","alias_value":"4GINYBX4HHPI2FED","created_at":"2026-05-18T12:32:05Z"},{"alias_kind":"pith_short_8","alias_value":"4GINYBX4","created_at":"2026-05-18T12:32:05Z"}],"graph_snapshots":[{"event_id":"sha256:a5bfc7da57c8280b47c5108460c76c1d5995d76566cf9860d651731fd60c61d8","target":"graph","created_at":"2026-05-17T23:54:58Z","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":"It is still not fully understood exactly how neural networks are able to solve the complex tasks that have recently pushed AI research forward. We present a novel method for determining how information is structured inside a neural network. Using ablation (a neuroscience technique for cutting away parts of a brain to determine their function), we approach several neural network architectures from a biological perspective. Through an analysis of this method's results, we examine important similarities between biological and artificial neural networks to search for the implicit knowledge locked ","authors_text":"Peter E. Lillian, Richard Meyes, Tobias Meisen","cross_cats":["cs.AI","cs.RO"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2018-12-13T20:58:37Z","title":"Ablation of a Robot's Brain: Neural Networks Under a Knife"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1812.05687","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:edab0c51d4c8072b7eb095020d026125aa9a051b069ecc313f46435efa4ac6cc","target":"record","created_at":"2026-05-17T23:54:58Z","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":"7be9eb9be89298cbd7ed99b6030e59ba6f3c2f6ba83a6f108e878bb07dd41f22","cross_cats_sorted":["cs.AI","cs.RO"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2018-12-13T20:58:37Z","title_canon_sha256":"6478a85556c15360521a570c5a7c6b116cc224d76c30e3187fb02e8cfee6bad7"},"schema_version":"1.0","source":{"id":"1812.05687","kind":"arxiv","version":2}},"canonical_sha256":"e190dc06fc39de8d148365f37e1a54337069136fa4360339e747232ced2b9b6b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e190dc06fc39de8d148365f37e1a54337069136fa4360339e747232ced2b9b6b","first_computed_at":"2026-05-17T23:54:58.591761Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:54:58.591761Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"QW80vqIlEcWV7Pu0ROVPBJ2qv5WJEDMEKOFtrVWaNLyo0g6H8tMNwgBld8+7lXla5uWgeGiZ0zqndTjMKrrvDQ==","signature_status":"signed_v1","signed_at":"2026-05-17T23:54:58.592363Z","signed_message":"canonical_sha256_bytes"},"source_id":"1812.05687","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:edab0c51d4c8072b7eb095020d026125aa9a051b069ecc313f46435efa4ac6cc","sha256:a5bfc7da57c8280b47c5108460c76c1d5995d76566cf9860d651731fd60c61d8"],"state_sha256":"b21c150e4c8c16202811ca01e41b024f49508b291a3915104959014425d94cd7"}