{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:2ZIQELZTXBFDG6WTURMBC5FDTK","short_pith_number":"pith:2ZIQELZT","canonical_record":{"source":{"id":"2203.08392","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-03-16T04:45:59Z","cross_cats_sorted":[],"title_canon_sha256":"2676e99b09312d99aa3ffc123a5ddaa67e0c410346e849467391a1fba43ceda7","abstract_canon_sha256":"e604cb7790a733992f883d430e03244384341d1ac761d0aca20288dc20f51bfc"},"schema_version":"1.0"},"canonical_sha256":"d651022f33b84a337ad3a4581174a39aa0f9a3d459ca7180d6abe1b0f99869cf","source":{"kind":"arxiv","id":"2203.08392","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2203.08392","created_at":"2026-07-05T09:56:45Z"},{"alias_kind":"arxiv_version","alias_value":"2203.08392v3","created_at":"2026-07-05T09:56:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2203.08392","created_at":"2026-07-05T09:56:45Z"},{"alias_kind":"pith_short_12","alias_value":"2ZIQELZTXBFD","created_at":"2026-07-05T09:56:45Z"},{"alias_kind":"pith_short_16","alias_value":"2ZIQELZTXBFDG6WT","created_at":"2026-07-05T09:56:45Z"},{"alias_kind":"pith_short_8","alias_value":"2ZIQELZT","created_at":"2026-07-05T09:56:45Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:2ZIQELZTXBFDG6WTURMBC5FDTK","target":"record","payload":{"canonical_record":{"source":{"id":"2203.08392","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-03-16T04:45:59Z","cross_cats_sorted":[],"title_canon_sha256":"2676e99b09312d99aa3ffc123a5ddaa67e0c410346e849467391a1fba43ceda7","abstract_canon_sha256":"e604cb7790a733992f883d430e03244384341d1ac761d0aca20288dc20f51bfc"},"schema_version":"1.0"},"canonical_sha256":"d651022f33b84a337ad3a4581174a39aa0f9a3d459ca7180d6abe1b0f99869cf","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:56:45.567470Z","signature_b64":"05FlRgWG9Nj8o6sizhjh+/8g43VNFyuuVlnoJr1If0W3cx7OrLTO3A8l+oDsx3W++rOyPtjkgoC3Mod8hSMiDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"d651022f33b84a337ad3a4581174a39aa0f9a3d459ca7180d6abe1b0f99869cf","last_reissued_at":"2026-07-05T09:56:45.566904Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:56:45.566904Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2203.08392","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:56:45Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"FALgwfT30sRjPeQunXbACdnmX/zEzgTQodIFis5arsCIg+9sZ+jVyqDBF/B64cx++MnsqyC8aoMmiCfOO5vmBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T08:53:00.642644Z"},"content_sha256":"059ce0cedeaefc4db6e98906a96c1dc92621c11e032613c33146f7e319c42a23","schema_version":"1.0","event_id":"sha256:059ce0cedeaefc4db6e98906a96c1dc92621c11e032613c33146f7e319c42a23"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:2ZIQELZTXBFDG6WTURMBC5FDTK","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Patch-Fool: Are Vision Transformers Always Robust Against Adversarial Perturbations?","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Cheng Wan, Shang Wu, Shunyao Zhang, Yingyan Celine Lin, Yonggan Fu","submitted_at":"2022-03-16T04:45:59Z","abstract_excerpt":"Vision transformers (ViTs) have recently set off a new wave in neural architecture design thanks to their record-breaking performance in various vision tasks. In parallel, to fulfill the goal of deploying ViTs into real-world vision applications, their robustness against potential malicious attacks has gained increasing attention. In particular, recent works show that ViTs are more robust against adversarial attacks as compared with convolutional neural networks (CNNs), and conjecture that this is because ViTs focus more on capturing global interactions among different input/feature patches, l"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2203.08392","kind":"arxiv","version":3},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2203.08392/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:56:45Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"FP4X17JM86arY28zk+He3XZc0fMs2MXpRgMDaqykBxd5KAGt3PKgw/ELteQboqjgdxwN8r3xnjHdK+YwFMjJBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T08:53:00.643216Z"},"content_sha256":"7344b057ed31b51bdec7619b698f6f0c5c0331dcc4e002e4e4927c5b7778a836","schema_version":"1.0","event_id":"sha256:7344b057ed31b51bdec7619b698f6f0c5c0331dcc4e002e4e4927c5b7778a836"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/2ZIQELZTXBFDG6WTURMBC5FDTK/bundle.json","state_url":"https://pith.science/pith/2ZIQELZTXBFDG6WTURMBC5FDTK/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/2ZIQELZTXBFDG6WTURMBC5FDTK/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-08T08:53:00Z","links":{"resolver":"https://pith.science/pith/2ZIQELZTXBFDG6WTURMBC5FDTK","bundle":"https://pith.science/pith/2ZIQELZTXBFDG6WTURMBC5FDTK/bundle.json","state":"https://pith.science/pith/2ZIQELZTXBFDG6WTURMBC5FDTK/state.json","well_known_bundle":"https://pith.science/.well-known/pith/2ZIQELZTXBFDG6WTURMBC5FDTK/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:2ZIQELZTXBFDG6WTURMBC5FDTK","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":"e604cb7790a733992f883d430e03244384341d1ac761d0aca20288dc20f51bfc","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-03-16T04:45:59Z","title_canon_sha256":"2676e99b09312d99aa3ffc123a5ddaa67e0c410346e849467391a1fba43ceda7"},"schema_version":"1.0","source":{"id":"2203.08392","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2203.08392","created_at":"2026-07-05T09:56:45Z"},{"alias_kind":"arxiv_version","alias_value":"2203.08392v3","created_at":"2026-07-05T09:56:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2203.08392","created_at":"2026-07-05T09:56:45Z"},{"alias_kind":"pith_short_12","alias_value":"2ZIQELZTXBFD","created_at":"2026-07-05T09:56:45Z"},{"alias_kind":"pith_short_16","alias_value":"2ZIQELZTXBFDG6WT","created_at":"2026-07-05T09:56:45Z"},{"alias_kind":"pith_short_8","alias_value":"2ZIQELZT","created_at":"2026-07-05T09:56:45Z"}],"graph_snapshots":[{"event_id":"sha256:7344b057ed31b51bdec7619b698f6f0c5c0331dcc4e002e4e4927c5b7778a836","target":"graph","created_at":"2026-07-05T09:56:45Z","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/2203.08392/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Vision transformers (ViTs) have recently set off a new wave in neural architecture design thanks to their record-breaking performance in various vision tasks. In parallel, to fulfill the goal of deploying ViTs into real-world vision applications, their robustness against potential malicious attacks has gained increasing attention. In particular, recent works show that ViTs are more robust against adversarial attacks as compared with convolutional neural networks (CNNs), and conjecture that this is because ViTs focus more on capturing global interactions among different input/feature patches, l","authors_text":"Cheng Wan, Shang Wu, Shunyao Zhang, Yingyan Celine Lin, Yonggan Fu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-03-16T04:45:59Z","title":"Patch-Fool: Are Vision Transformers Always Robust Against Adversarial Perturbations?"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2203.08392","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":"sha256:059ce0cedeaefc4db6e98906a96c1dc92621c11e032613c33146f7e319c42a23","target":"record","created_at":"2026-07-05T09:56:45Z","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":"e604cb7790a733992f883d430e03244384341d1ac761d0aca20288dc20f51bfc","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-03-16T04:45:59Z","title_canon_sha256":"2676e99b09312d99aa3ffc123a5ddaa67e0c410346e849467391a1fba43ceda7"},"schema_version":"1.0","source":{"id":"2203.08392","kind":"arxiv","version":3}},"canonical_sha256":"d651022f33b84a337ad3a4581174a39aa0f9a3d459ca7180d6abe1b0f99869cf","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d651022f33b84a337ad3a4581174a39aa0f9a3d459ca7180d6abe1b0f99869cf","first_computed_at":"2026-07-05T09:56:45.566904Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:56:45.566904Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"05FlRgWG9Nj8o6sizhjh+/8g43VNFyuuVlnoJr1If0W3cx7OrLTO3A8l+oDsx3W++rOyPtjkgoC3Mod8hSMiDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:56:45.567470Z","signed_message":"canonical_sha256_bytes"},"source_id":"2203.08392","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:059ce0cedeaefc4db6e98906a96c1dc92621c11e032613c33146f7e319c42a23","sha256:7344b057ed31b51bdec7619b698f6f0c5c0331dcc4e002e4e4927c5b7778a836"],"state_sha256":"14dc76c805b88c661032007de01462704c164b3096040347a094004bdcbbac28"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"BO1B6Kg/R+VEpTDMzAgattOPdPonU2xHuPisOvtpYilOST4sbuMg08sUWSi25AlydhWq5W5AJ1jgqBix9+w+BQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T08:53:00.648273Z","bundle_sha256":"cbb380e754bd22849bb2f67be36b7646bd294fc5a53a489f66da544706f26b81"}}