{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:2DXNCM5FWUENEDITNJPMEYPOGX","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":"984bd9731c78868637791f5d2dd45081430db829ffaa66a9e687550b96213431","cross_cats_sorted":["cs.AI","cs.CR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-09-29T17:57:24Z","title_canon_sha256":"41943f68389ebf90b7a0980d3c3e9cab00c3c26e815956a1746adad39365eac8"},"schema_version":"1.0","source":{"id":"1810.01268","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1810.01268","created_at":"2026-05-18T00:00:12Z"},{"alias_kind":"arxiv_version","alias_value":"1810.01268v2","created_at":"2026-05-18T00:00:12Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1810.01268","created_at":"2026-05-18T00:00:12Z"},{"alias_kind":"pith_short_12","alias_value":"2DXNCM5FWUEN","created_at":"2026-05-18T12:31:59Z"},{"alias_kind":"pith_short_16","alias_value":"2DXNCM5FWUENEDIT","created_at":"2026-05-18T12:31:59Z"},{"alias_kind":"pith_short_8","alias_value":"2DXNCM5F","created_at":"2026-05-18T12:31:59Z"}],"graph_snapshots":[{"event_id":"sha256:cb38c17e42e0a94b7b7522ead02d6f5b691d7065d932757a99695c8562c05d33","target":"graph","created_at":"2026-05-18T00:00:12Z","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"},"paper":{"abstract_excerpt":"Deep neural networks (DNNs) are vulnerable to adversarial examples, perturbations carefully crafted to fool the targeted DNN, in both the non-targeted and targeted case. In the non-targeted case, the attacker simply aims to induce misclassification. In the targeted case, the attacker aims to induce classification to a specified target class. In addition, it has been observed that strong adversarial examples can transfer to unknown models, yielding a serious security concern. The NIPS 2017 competition was organized to accelerate research in adversarial attacks and defenses, taking place in the ","authors_text":"Moustafa Alzantot, Tien-Dung Le, Yash Sharma","cross_cats":["cs.AI","cs.CR"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-09-29T17:57:24Z","title":"CAAD 2018: Generating Transferable Adversarial Examples"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1810.01268","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:effb8513daa1638ad3fbaed44e6d1d4c69da459897708e2517ab1e9e326f4830","target":"record","created_at":"2026-05-18T00:00:12Z","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":"984bd9731c78868637791f5d2dd45081430db829ffaa66a9e687550b96213431","cross_cats_sorted":["cs.AI","cs.CR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-09-29T17:57:24Z","title_canon_sha256":"41943f68389ebf90b7a0980d3c3e9cab00c3c26e815956a1746adad39365eac8"},"schema_version":"1.0","source":{"id":"1810.01268","kind":"arxiv","version":2}},"canonical_sha256":"d0eed133a5b508d20d136a5ec261ee35d1a5404294040a55ce23e8f6a6e3bb90","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d0eed133a5b508d20d136a5ec261ee35d1a5404294040a55ce23e8f6a6e3bb90","first_computed_at":"2026-05-18T00:00:12.786804Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:00:12.786804Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"VNxzzFNU0ZJixQ7XT1iBVjhwOHvxehP0GxGbNT/OIydkeuvT71TLzu/MUU3dDxu1CO6XX0ClhQ8qj+qHS2sOBQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:00:12.787293Z","signed_message":"canonical_sha256_bytes"},"source_id":"1810.01268","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:effb8513daa1638ad3fbaed44e6d1d4c69da459897708e2517ab1e9e326f4830","sha256:cb38c17e42e0a94b7b7522ead02d6f5b691d7065d932757a99695c8562c05d33"],"state_sha256":"8fb4bb0b78518ba6b3d54e0a07d86b5f75b8c6f82a7f4a588e1ffa4a870d2343"}