{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:IXT76OJCE3ILXZ2Z7CQQP56QGV","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":"398fe9a1cdf28e29de6efcd8e0c1e256794c58406b2748612d591ef89c8c4c76","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-04-01T02:12:40Z","title_canon_sha256":"d5e98b67556918e6bfd86110df7da513c495a988fd9955f18f0bb0265acc5c61"},"schema_version":"1.0","source":{"id":"1704.00103","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1704.00103","created_at":"2026-05-18T00:38:03Z"},{"alias_kind":"arxiv_version","alias_value":"1704.00103v2","created_at":"2026-05-18T00:38:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1704.00103","created_at":"2026-05-18T00:38:03Z"},{"alias_kind":"pith_short_12","alias_value":"IXT76OJCE3IL","created_at":"2026-05-18T12:31:21Z"},{"alias_kind":"pith_short_16","alias_value":"IXT76OJCE3ILXZ2Z","created_at":"2026-05-18T12:31:21Z"},{"alias_kind":"pith_short_8","alias_value":"IXT76OJC","created_at":"2026-05-18T12:31:21Z"}],"graph_snapshots":[{"event_id":"sha256:96ec49e5e2bd685a9960b9642d9e0fb2db07bbd903fa4ebb6b1899649849490d","target":"graph","created_at":"2026-05-18T00:38:03Z","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":"We describe a method to produce a network where current methods such as DeepFool have great difficulty producing adversarial samples. Our construction suggests some insights into how deep networks work. We provide a reasonable analyses that our construction is difficult to defeat, and show experimentally that our method is hard to defeat with both Type I and Type II attacks using several standard networks and datasets. This SafetyNet architecture is used to an important and novel application SceneProof, which can reliably detect whether an image is a picture of a real scene or not. SceneProof ","authors_text":"David Forsyth, Jiajun Lu, Theerasit Issaranon","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-04-01T02:12:40Z","title":"SafetyNet: Detecting and Rejecting Adversarial Examples Robustly"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1704.00103","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":"sha256:8c27b5133963d9e2162aacf8c5dd7629d74cd918e67dbbf297384a5a2c184199","target":"record","created_at":"2026-05-18T00:38:03Z","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":"398fe9a1cdf28e29de6efcd8e0c1e256794c58406b2748612d591ef89c8c4c76","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-04-01T02:12:40Z","title_canon_sha256":"d5e98b67556918e6bfd86110df7da513c495a988fd9955f18f0bb0265acc5c61"},"schema_version":"1.0","source":{"id":"1704.00103","kind":"arxiv","version":2}},"canonical_sha256":"45e7ff392226d0bbe759f8a107f7d03571ed10aa1957ba1620cef9f9355b4923","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"45e7ff392226d0bbe759f8a107f7d03571ed10aa1957ba1620cef9f9355b4923","first_computed_at":"2026-05-18T00:38:03.177413Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:38:03.177413Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"fLOQ302t4iXWrp9Rs5JejIUExISwbMFYSseAdRlErRxz8iYxHHOfK5RC6pOPmkNyyYdVpnAz2MxyCsnr2dYFAQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:38:03.178024Z","signed_message":"canonical_sha256_bytes"},"source_id":"1704.00103","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8c27b5133963d9e2162aacf8c5dd7629d74cd918e67dbbf297384a5a2c184199","sha256:96ec49e5e2bd685a9960b9642d9e0fb2db07bbd903fa4ebb6b1899649849490d"],"state_sha256":"6249e5fbab2b3afd9ba2a0b53435fb4754aa5c37eac53caad4adeef724cfb3bd"}