{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:XDQJPIUHJAM3PLFWNHYTHLHF7B","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":"9c08dd5da59a5d0c8bb290b3750da192b281a92f7fd571a23e48bb20e7ebf724","cross_cats_sorted":["cs.AI","cs.CR","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2021-06-20T03:07:36Z","title_canon_sha256":"671efb01193ea38c29d853fcc9cf68562b05db01999f0a40a7cf9e013206510a"},"schema_version":"1.0","source":{"id":"2106.10606","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2106.10606","created_at":"2026-07-05T02:50:50Z"},{"alias_kind":"arxiv_version","alias_value":"2106.10606v1","created_at":"2026-07-05T02:50:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2106.10606","created_at":"2026-07-05T02:50:50Z"},{"alias_kind":"pith_short_12","alias_value":"XDQJPIUHJAM3","created_at":"2026-07-05T02:50:50Z"},{"alias_kind":"pith_short_16","alias_value":"XDQJPIUHJAM3PLFW","created_at":"2026-07-05T02:50:50Z"},{"alias_kind":"pith_short_8","alias_value":"XDQJPIUH","created_at":"2026-07-05T02:50:50Z"}],"graph_snapshots":[{"event_id":"sha256:6667506fddba4da56839e642620d556443129baf8fcfa529de9701580daddf49","target":"graph","created_at":"2026-07-05T02:50:50Z","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/2106.10606/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Deep visual models are susceptible to adversarial perturbations to inputs. Although these signals are carefully crafted, they still appear noise-like patterns to humans. This observation has led to the argument that deep visual representation is misaligned with human perception. We counter-argue by providing evidence of human-meaningful patterns in adversarial perturbations. We first propose an attack that fools a network to confuse a whole category of objects (source class) with a target label. Our attack also limits the unintended fooling by samples from non-sources classes, thereby circumsc","authors_text":"Ajmal Mian, Mohammed Bennamoun, Muhammad A. A. K. Jalwana, Naveed Akhtar","cross_cats":["cs.AI","cs.CR","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2021-06-20T03:07:36Z","title":"Attack to Fool and Explain Deep Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2106.10606","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":"sha256:56384b014b36a6033b65af8a398e42f07018842aaa0f2c3740cbefec55111220","target":"record","created_at":"2026-07-05T02:50:50Z","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":"9c08dd5da59a5d0c8bb290b3750da192b281a92f7fd571a23e48bb20e7ebf724","cross_cats_sorted":["cs.AI","cs.CR","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2021-06-20T03:07:36Z","title_canon_sha256":"671efb01193ea38c29d853fcc9cf68562b05db01999f0a40a7cf9e013206510a"},"schema_version":"1.0","source":{"id":"2106.10606","kind":"arxiv","version":1}},"canonical_sha256":"b8e097a2874819b7acb669f133ace5f87dc183b36c642b790bf1136e7f0af9cc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b8e097a2874819b7acb669f133ace5f87dc183b36c642b790bf1136e7f0af9cc","first_computed_at":"2026-07-05T02:50:50.961405Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:50:50.961405Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ttdKeXtgqtf0nxR9E/zNato2EZd+vr8UkBrvhy1hRYBzJEst6t2mr5l5bKj2uBlT6wQ6dIIx+b1qOX/V9BYdCA==","signature_status":"signed_v1","signed_at":"2026-07-05T02:50:50.961872Z","signed_message":"canonical_sha256_bytes"},"source_id":"2106.10606","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:56384b014b36a6033b65af8a398e42f07018842aaa0f2c3740cbefec55111220","sha256:6667506fddba4da56839e642620d556443129baf8fcfa529de9701580daddf49"],"state_sha256":"adfa53a93a970f7fcc26248f6b8f654e93fa40f3613cef6ab73f835231374222"}