{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:WVC7X3LJR7CLPXYOBEBCGSAZEG","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":"5776abcdf87c086e907b3189dc8c8157a9a0c990bc1ab836cd7594247e50ba23","cross_cats_sorted":["eess.IV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2020-12-02T00:47:56Z","title_canon_sha256":"286b1411defc24be2c670505fb1861f74a28bfd184a81fda0ac54908d8bd7b2b"},"schema_version":"1.0","source":{"id":"2012.00909","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2012.00909","created_at":"2026-07-05T02:35:22Z"},{"alias_kind":"arxiv_version","alias_value":"2012.00909v3","created_at":"2026-07-05T02:35:22Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2012.00909","created_at":"2026-07-05T02:35:22Z"},{"alias_kind":"pith_short_12","alias_value":"WVC7X3LJR7CL","created_at":"2026-07-05T02:35:22Z"},{"alias_kind":"pith_short_16","alias_value":"WVC7X3LJR7CLPXYO","created_at":"2026-07-05T02:35:22Z"},{"alias_kind":"pith_short_8","alias_value":"WVC7X3LJ","created_at":"2026-07-05T02:35:22Z"}],"graph_snapshots":[{"event_id":"sha256:d39eb9ac13ffa614e880c561754beb8d7a4beb205dd423f8cec18ff76f067424","target":"graph","created_at":"2026-07-05T02:35:22Z","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/2012.00909/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The vulnerability of deep neural networks (DNNs) to adversarial examples has attracted more attention. Many algorithms have been proposed to craft powerful adversarial examples. However, most of these algorithms modified the global or local region of pixels without taking network explanations into account. Hence, the perturbations are redundant, which are easily detected by human eyes. In this paper, we propose a novel method to generate local region perturbations. The main idea is to find a contributing feature region (CFR) of an image by simulating the human attention mechanism and then add ","authors_text":"Bin Wang, Jiamin Wang, Shaoning Zeng, Shouling Ji, Wassim Swaileh, Yaguan Qian, Zhaoquan Gu","cross_cats":["eess.IV"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2020-12-02T00:47:56Z","title":"Visually Imperceptible Adversarial Patch Attacks on Digital Images"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2012.00909","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:e6c3c2bca7c99e7dff929948457c35c3917d9493ac1b21efe577c47ac67abe12","target":"record","created_at":"2026-07-05T02:35:22Z","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":"5776abcdf87c086e907b3189dc8c8157a9a0c990bc1ab836cd7594247e50ba23","cross_cats_sorted":["eess.IV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2020-12-02T00:47:56Z","title_canon_sha256":"286b1411defc24be2c670505fb1861f74a28bfd184a81fda0ac54908d8bd7b2b"},"schema_version":"1.0","source":{"id":"2012.00909","kind":"arxiv","version":3}},"canonical_sha256":"b545fbed698fc4b7df0e0902234819218185236617af53a7a0476bf2012d0a76","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b545fbed698fc4b7df0e0902234819218185236617af53a7a0476bf2012d0a76","first_computed_at":"2026-07-05T02:35:22.660698Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:35:22.660698Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"JNJRQ/4hJl6mCmMF6Jxun8KzqigJBeUjlDvIX5RuxzsGnYFqb5IszCmYZ2BbPSIbfG136/iaWR5AuIMNhv54Ag==","signature_status":"signed_v1","signed_at":"2026-07-05T02:35:22.661197Z","signed_message":"canonical_sha256_bytes"},"source_id":"2012.00909","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e6c3c2bca7c99e7dff929948457c35c3917d9493ac1b21efe577c47ac67abe12","sha256:d39eb9ac13ffa614e880c561754beb8d7a4beb205dd423f8cec18ff76f067424"],"state_sha256":"071a8e874cdd580f94c963ccf8950f0dade8c7fbb85957478af07993c13b485a"}