{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:NCPGGGH5UAYJNSEN3CHNRUI5UN","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":"0fa7983fe0d6563ea024145025d173527d046b292a09a628ef2969347259fcb0","cross_cats_sorted":["cs.CR","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-07-24T03:58:25Z","title_canon_sha256":"eee4440308c19be7f71e6d056d1bdc00fc2eb8d488f666e2d7198e1aec8df05b"},"schema_version":"1.0","source":{"id":"2007.12336","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2007.12336","created_at":"2026-07-05T02:05:26Z"},{"alias_kind":"arxiv_version","alias_value":"2007.12336v3","created_at":"2026-07-05T02:05:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2007.12336","created_at":"2026-07-05T02:05:26Z"},{"alias_kind":"pith_short_12","alias_value":"NCPGGGH5UAYJ","created_at":"2026-07-05T02:05:26Z"},{"alias_kind":"pith_short_16","alias_value":"NCPGGGH5UAYJNSEN","created_at":"2026-07-05T02:05:26Z"},{"alias_kind":"pith_short_8","alias_value":"NCPGGGH5","created_at":"2026-07-05T02:05:26Z"}],"graph_snapshots":[{"event_id":"sha256:cd41b3df19f2f587cda9f2e97731c5069475c1562e78b93738a4b76ca784fc2b","target":"graph","created_at":"2026-07-05T02:05:26Z","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/2007.12336/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Traditional Deep Neural Network (DNN) security is mostly related to the well-known adversarial input example attack. Recently, another dimension of adversarial attack, namely, attack on DNN weight parameters, has been shown to be very powerful. As a representative one, the Bit-Flip-based adversarial weight Attack (BFA) injects an extremely small amount of faults into weight parameters to hijack the executing DNN function. Prior works of BFA focus on un-targeted attack that can hack all inputs into a random output class by flipping a very small number of weight bits stored in computer memory. T","authors_text":"Adnan Siraj Rakin, Chaitali Chakrabarti, Deliang Fan, Fan Yao, Jingtao Li, Zhezhi He","cross_cats":["cs.CR","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-07-24T03:58:25Z","title":"T-BFA: Targeted Bit-Flip Adversarial Weight Attack"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2007.12336","kind":"arxiv","version":3},"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":"sha256:7990635af19bc82fdfb15bc16aebcd1b68f9c6266c605064937d1f49d84e7fe6","target":"record","created_at":"2026-07-05T02:05:26Z","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":"0fa7983fe0d6563ea024145025d173527d046b292a09a628ef2969347259fcb0","cross_cats_sorted":["cs.CR","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-07-24T03:58:25Z","title_canon_sha256":"eee4440308c19be7f71e6d056d1bdc00fc2eb8d488f666e2d7198e1aec8df05b"},"schema_version":"1.0","source":{"id":"2007.12336","kind":"arxiv","version":3}},"canonical_sha256":"689e6318fda03096c88dd88ed8d11da3563f1c273af86a0392c99b97b59a9b29","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"689e6318fda03096c88dd88ed8d11da3563f1c273af86a0392c99b97b59a9b29","first_computed_at":"2026-07-05T02:05:26.459876Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:05:26.459876Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"dXz/C9MoqjqGk2+0QKvvFg0DmQ9j0yte+X6JXFsTYTwko2zVaGUTsC4SEyigHhMzyZgHfThOKdEOHPbah7p1BQ==","signature_status":"signed_v1","signed_at":"2026-07-05T02:05:26.460343Z","signed_message":"canonical_sha256_bytes"},"source_id":"2007.12336","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7990635af19bc82fdfb15bc16aebcd1b68f9c6266c605064937d1f49d84e7fe6","sha256:cd41b3df19f2f587cda9f2e97731c5069475c1562e78b93738a4b76ca784fc2b"],"state_sha256":"59e475ece5e21c72c0d2341f5f6c44e5303fbf1e1c5097919de0502ac8ba855d"}