{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:T7G4Z4YAIXILJ6PGRZL44JUBFY","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":"0efaaf701ebab3a0fee2b24de9ed57c2263c48f6c31473b36fce4931b4dc1ed2","cross_cats_sorted":["stat.ML"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2020-04-01T11:26:27Z","title_canon_sha256":"66632d312b0b0a9443510c687dc204ac7dcf74b100862d8a48e20d591c993d9e"},"schema_version":"1.0","source":{"id":"2004.00345","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2004.00345","created_at":"2026-07-05T01:21:19Z"},{"alias_kind":"arxiv_version","alias_value":"2004.00345v2","created_at":"2026-07-05T01:21:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2004.00345","created_at":"2026-07-05T01:21:19Z"},{"alias_kind":"pith_short_12","alias_value":"T7G4Z4YAIXIL","created_at":"2026-07-05T01:21:19Z"},{"alias_kind":"pith_short_16","alias_value":"T7G4Z4YAIXILJ6PG","created_at":"2026-07-05T01:21:19Z"},{"alias_kind":"pith_short_8","alias_value":"T7G4Z4YA","created_at":"2026-07-05T01:21:19Z"}],"graph_snapshots":[{"event_id":"sha256:54c25c9025bb07b37733ac4c376424781a6f5fd49f11fd85a31222c6c39968cb","target":"graph","created_at":"2026-07-05T01:21:19Z","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"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2004.00345/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"These days deep neural networks are ubiquitously used in a wide range of tasks, from image classification and machine translation to face identification and self-driving cars. In many applications, a single model error can lead to devastating financial, reputational and even life-threatening consequences. Therefore, it is crucially important to correct model mistakes quickly as they appear. In this work, we investigate the problem of neural network editing $-$ how one can efficiently patch a mistake of the model on a particular sample, without influencing the model behavior on other samples. N","authors_text":"Anton Sinitsin, Artem Babenko, Dmitriy Pyrkin, Sergei Popov, Vsevolod Plokhotnyuk","cross_cats":["stat.ML"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2020-04-01T11:26:27Z","title":"Editable Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2004.00345","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":"sha256:0eb25bb80c944d399d460917660438f177177304385dfe4f37b7c9bbdd09a4d6","target":"record","created_at":"2026-07-05T01:21:19Z","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":"0efaaf701ebab3a0fee2b24de9ed57c2263c48f6c31473b36fce4931b4dc1ed2","cross_cats_sorted":["stat.ML"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2020-04-01T11:26:27Z","title_canon_sha256":"66632d312b0b0a9443510c687dc204ac7dcf74b100862d8a48e20d591c993d9e"},"schema_version":"1.0","source":{"id":"2004.00345","kind":"arxiv","version":2}},"canonical_sha256":"9fcdccf30045d0b4f9e68e57ce26812e0b9d47f6811f4bc4fd42080bdfdd9c93","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9fcdccf30045d0b4f9e68e57ce26812e0b9d47f6811f4bc4fd42080bdfdd9c93","first_computed_at":"2026-07-05T01:21:19.319941Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:21:19.319941Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"nMFq7BpHE1nIJHz1qb7SS3PhZK4E9guy1dORjjMTasxQyb1zVhBxQRzyjiTA1M7hFnDQ7TwpZX+45/QfZzZQCA==","signature_status":"signed_v1","signed_at":"2026-07-05T01:21:19.320384Z","signed_message":"canonical_sha256_bytes"},"source_id":"2004.00345","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0eb25bb80c944d399d460917660438f177177304385dfe4f37b7c9bbdd09a4d6","sha256:54c25c9025bb07b37733ac4c376424781a6f5fd49f11fd85a31222c6c39968cb"],"state_sha256":"d3dd76813dc8db414960dd1664d660a00a60db7c5c3d87dad3ea9313c6fb5743"}