{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:MVQGYAGNNXDZ2EWHRCDZKOPIY4","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":"060cc0f9d459ed19219aed94da82a9790b1ce7ab4e20ce95aa268a9f6f7e79f7","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-12-16T01:54:07Z","title_canon_sha256":"d7a65afb8fb1c9112df653701997f2eb9c96d0a04d0b38ab00582c8913f83e42"},"schema_version":"1.0","source":{"id":"2412.12217","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.12217","created_at":"2026-07-05T09:50:11Z"},{"alias_kind":"arxiv_version","alias_value":"2412.12217v1","created_at":"2026-07-05T09:50:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.12217","created_at":"2026-07-05T09:50:11Z"},{"alias_kind":"pith_short_12","alias_value":"MVQGYAGNNXDZ","created_at":"2026-07-05T09:50:11Z"},{"alias_kind":"pith_short_16","alias_value":"MVQGYAGNNXDZ2EWH","created_at":"2026-07-05T09:50:11Z"},{"alias_kind":"pith_short_8","alias_value":"MVQGYAGN","created_at":"2026-07-05T09:50:11Z"}],"graph_snapshots":[{"event_id":"sha256:d4b4a19ce0cfbcd00e0070b05380dd81dc5d11258f84fa59ed802a054908f433","target":"graph","created_at":"2026-07-05T09:50:11Z","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/2412.12217/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Deep learning (DL) has significantly transformed cybersecurity, enabling advancements in malware detection, botnet identification, intrusion detection, user authentication, and encrypted traffic analysis. However, the rise of adversarial examples (AE) poses a critical challenge to the robustness and reliability of DL-based systems. These subtle, crafted perturbations can deceive models, leading to severe consequences like misclassification and system vulnerabilities. This paper provides a comprehensive review of the impact of AE attacks on key cybersecurity applications, highlighting both thei","authors_text":"Li Li","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-12-16T01:54:07Z","title":"Comprehensive Survey on Adversarial Examples in Cybersecurity: Impacts, Challenges, and Mitigation Strategies"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.12217","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:f9a0a7b37801fbeeeecf7e0df755709f785a87cc752af5dd8e2978b2d8978bef","target":"record","created_at":"2026-07-05T09:50:11Z","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":"060cc0f9d459ed19219aed94da82a9790b1ce7ab4e20ce95aa268a9f6f7e79f7","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-12-16T01:54:07Z","title_canon_sha256":"d7a65afb8fb1c9112df653701997f2eb9c96d0a04d0b38ab00582c8913f83e42"},"schema_version":"1.0","source":{"id":"2412.12217","kind":"arxiv","version":1}},"canonical_sha256":"65606c00cd6dc79d12c788879539e8c7143c40126e9991148b1700861d22bc68","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"65606c00cd6dc79d12c788879539e8c7143c40126e9991148b1700861d22bc68","first_computed_at":"2026-07-05T09:50:11.601309Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:50:11.601309Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"XkNoavch4OxIufTDJNBC3ex0g29UTouBbVrphqvCNT594+g8Ye/yxOpjmw8K9F70lOofFy/G9q3tccRbJJ56AA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:50:11.601748Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.12217","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f9a0a7b37801fbeeeecf7e0df755709f785a87cc752af5dd8e2978b2d8978bef","sha256:d4b4a19ce0cfbcd00e0070b05380dd81dc5d11258f84fa59ed802a054908f433"],"state_sha256":"ea045107c8115f93148cc82a8a5d28c220743ba24d82532094472197da3bf28a"}