{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:OS3TQBLXSVA56SIE6XOP6PIE52","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":"df99f8cd5aba781ee13e61d683f3ce4bc163898c29e7010ed221858a1fe2c778","cross_cats_sorted":["cs.CR","cs.CV","cs.NE"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-11-13T15:54:27Z","title_canon_sha256":"d129c2c1df3dbc58bbdd1fca95cf45767ecf83a458f178afc673e279bfb8881e"},"schema_version":"1.0","source":{"id":"2311.07417","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.07417","created_at":"2026-07-05T07:12:12Z"},{"alias_kind":"arxiv_version","alias_value":"2311.07417v1","created_at":"2026-07-05T07:12:12Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.07417","created_at":"2026-07-05T07:12:12Z"},{"alias_kind":"pith_short_12","alias_value":"OS3TQBLXSVA5","created_at":"2026-07-05T07:12:12Z"},{"alias_kind":"pith_short_16","alias_value":"OS3TQBLXSVA56SIE","created_at":"2026-07-05T07:12:12Z"},{"alias_kind":"pith_short_8","alias_value":"OS3TQBLX","created_at":"2026-07-05T07:12:12Z"}],"graph_snapshots":[{"event_id":"sha256:d2396b84615f557eebd4dc2a052f705c13780ca7a0294e057d5a26083b31b05e","target":"graph","created_at":"2026-07-05T07:12:12Z","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/2311.07417/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"As the capacity of deep neural networks (DNNs) increases, their need for huge amounts of data significantly grows. A common practice is to outsource the training process or collect more data over the Internet, which introduces the risks of a backdoored DNN. A backdoored DNN shows normal behavior on clean data while behaving maliciously once a trigger is injected into a sample at the test time. In such cases, the defender faces multiple difficulties. First, the available clean dataset may not be sufficient for fine-tuning and recovering the backdoored DNN. Second, it is impossible to recover th","authors_text":"Morteza Zakeri-Nasrabadi, Saeed Parsa, Soroush Hashemifar","cross_cats":["cs.CR","cs.CV","cs.NE"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-11-13T15:54:27Z","title":"Mitigating Backdoors within Deep Neural Networks in Data-limited Configuration"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.07417","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":"sha256:89279be1396e56991bc5c5dae671f8c2c372f5d59080e1fc3ff4d4809c50f01b","target":"record","created_at":"2026-07-05T07:12:12Z","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":"df99f8cd5aba781ee13e61d683f3ce4bc163898c29e7010ed221858a1fe2c778","cross_cats_sorted":["cs.CR","cs.CV","cs.NE"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-11-13T15:54:27Z","title_canon_sha256":"d129c2c1df3dbc58bbdd1fca95cf45767ecf83a458f178afc673e279bfb8881e"},"schema_version":"1.0","source":{"id":"2311.07417","kind":"arxiv","version":1}},"canonical_sha256":"74b73805779541df4904f5dcff3d04eea70a0632c145cd2465e064b26ec7080c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"74b73805779541df4904f5dcff3d04eea70a0632c145cd2465e064b26ec7080c","first_computed_at":"2026-07-05T07:12:12.331581Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:12:12.331581Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"r43zrp3tmswpS2YytLH0SiIiryf6zoVWCP9xNS75spc979wH3SNSUOQuifZ1mag7+8VuwAstHh9BFe1q28lgDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T07:12:12.332055Z","signed_message":"canonical_sha256_bytes"},"source_id":"2311.07417","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:89279be1396e56991bc5c5dae671f8c2c372f5d59080e1fc3ff4d4809c50f01b","sha256:d2396b84615f557eebd4dc2a052f705c13780ca7a0294e057d5a26083b31b05e"],"state_sha256":"b5e7750d93d48e75a83f149f687099d23bef972a8b5378aa613423bf5826fc1d"}