{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:COQL3LVB5ZJC7EGFEDI7G2KIDG","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":"d27d1bae4a1fdc582a32a86f2a8ff116afc1941affd0bddd4a9bc0618b7465ba","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-03-28T06:23:17Z","title_canon_sha256":"7030cce10c6822896d453faec0d030925d87aa85c62f50bc50e025e80ccf14f5"},"schema_version":"1.0","source":{"id":"2303.15754","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2303.15754","created_at":"2026-07-05T06:17:28Z"},{"alias_kind":"arxiv_version","alias_value":"2303.15754v2","created_at":"2026-07-05T06:17:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2303.15754","created_at":"2026-07-05T06:17:28Z"},{"alias_kind":"pith_short_12","alias_value":"COQL3LVB5ZJC","created_at":"2026-07-05T06:17:28Z"},{"alias_kind":"pith_short_16","alias_value":"COQL3LVB5ZJC7EGF","created_at":"2026-07-05T06:17:28Z"},{"alias_kind":"pith_short_8","alias_value":"COQL3LVB","created_at":"2026-07-05T06:17:28Z"}],"graph_snapshots":[{"event_id":"sha256:fe41060dcfebafdf3522c2306cd193618fa0afbc8057250ee5580607a8b01d54","target":"graph","created_at":"2026-07-05T06:17:28Z","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/2303.15754/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Vision transformers (ViTs) have been successfully deployed in a variety of computer vision tasks, but they are still vulnerable to adversarial samples. Transfer-based attacks use a local model to generate adversarial samples and directly transfer them to attack a target black-box model. The high efficiency of transfer-based attacks makes it a severe security threat to ViT-based applications. Therefore, it is vital to design effective transfer-based attacks to identify the deficiencies of ViTs beforehand in security-sensitive scenarios. Existing efforts generally focus on regularizing the input","authors_text":"Jianping Zhang, Michael R. Lyu, Weibin Wu, Yizhan Huang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-03-28T06:23:17Z","title":"Transferable Adversarial Attacks on Vision Transformers with Token Gradient Regularization"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2303.15754","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:b609a41e670e95c1dac0d92419d06e5d682a3cbf7abbe419247d66dd46903baf","target":"record","created_at":"2026-07-05T06:17:28Z","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":"d27d1bae4a1fdc582a32a86f2a8ff116afc1941affd0bddd4a9bc0618b7465ba","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-03-28T06:23:17Z","title_canon_sha256":"7030cce10c6822896d453faec0d030925d87aa85c62f50bc50e025e80ccf14f5"},"schema_version":"1.0","source":{"id":"2303.15754","kind":"arxiv","version":2}},"canonical_sha256":"13a0bdaea1ee522f90c520d1f36948198636d408c0c922bd1ae8ee1b8ffcf06c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"13a0bdaea1ee522f90c520d1f36948198636d408c0c922bd1ae8ee1b8ffcf06c","first_computed_at":"2026-07-05T06:17:28.464928Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:17:28.464928Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"NahWwgjixKs5haJurpBG6bcliUEg/+HzDrSoyLxcOxrXb/aBuSx15W2vybmybkbermhEdxPogegREzQoZATEBA==","signature_status":"signed_v1","signed_at":"2026-07-05T06:17:28.465325Z","signed_message":"canonical_sha256_bytes"},"source_id":"2303.15754","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b609a41e670e95c1dac0d92419d06e5d682a3cbf7abbe419247d66dd46903baf","sha256:fe41060dcfebafdf3522c2306cd193618fa0afbc8057250ee5580607a8b01d54"],"state_sha256":"ce09511c76b9d5a64f9c8a321da8cf43473c9ad3cff7a26ff734e55dcb8e39d9"}