{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:R2KXNANDKQFDVV5RG73DABRDGJ","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":"881b1a0c7c4b1d528cbca40c759b59c90992034bf6e34c7b7d32e341dd4bea44","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-06-14T15:17:51Z","title_canon_sha256":"96fb0e8b8ee2907507373e2421ef951c761d9f80760cec65b7c335ebde720bdc"},"schema_version":"1.0","source":{"id":"2306.08565","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2306.08565","created_at":"2026-07-05T06:20:54Z"},{"alias_kind":"arxiv_version","alias_value":"2306.08565v1","created_at":"2026-07-05T06:20:54Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2306.08565","created_at":"2026-07-05T06:20:54Z"},{"alias_kind":"pith_short_12","alias_value":"R2KXNANDKQFD","created_at":"2026-07-05T06:20:54Z"},{"alias_kind":"pith_short_16","alias_value":"R2KXNANDKQFDVV5R","created_at":"2026-07-05T06:20:54Z"},{"alias_kind":"pith_short_8","alias_value":"R2KXNAND","created_at":"2026-07-05T06:20:54Z"}],"graph_snapshots":[{"event_id":"sha256:fdb8b32166406e78ed2a8167f1e5de9df5eb6681f93382f2bdeb92bcee3265e9","target":"graph","created_at":"2026-07-05T06:20:54Z","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/2306.08565/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Adversarial examples (AEs) with small adversarial perturbations can mislead deep neural networks (DNNs) into wrong predictions. The AEs created on one DNN can also fool another DNN. Over the last few years, the transferability of AEs has garnered significant attention as it is a crucial property for facilitating black-box attacks. Many approaches have been proposed to improve adversarial transferability. However, they are mainly verified across different convolutional neural network (CNN) architectures, which is not a reliable evaluation since all CNNs share some similar architectural biases. ","authors_text":"Jindong Gu, Philip Torr, Wenqian Yu, Zhijiang Li","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-06-14T15:17:51Z","title":"Reliable Evaluation of Adversarial Transferability"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2306.08565","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":"sha256:7178251d5fe903c8267c02453ec1c5c0e6ec197ed1f00b60a45a87187c58d586","target":"record","created_at":"2026-07-05T06:20:54Z","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":"881b1a0c7c4b1d528cbca40c759b59c90992034bf6e34c7b7d32e341dd4bea44","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-06-14T15:17:51Z","title_canon_sha256":"96fb0e8b8ee2907507373e2421ef951c761d9f80760cec65b7c335ebde720bdc"},"schema_version":"1.0","source":{"id":"2306.08565","kind":"arxiv","version":1}},"canonical_sha256":"8e957681a3540a3ad7b137f630062332711fd7b3a6e96cd2f9795a9f320e8315","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8e957681a3540a3ad7b137f630062332711fd7b3a6e96cd2f9795a9f320e8315","first_computed_at":"2026-07-05T06:20:54.002650Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:20:54.002650Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"cDNTFPW5miRV8cAbGKPvk/rKfDj7dIAxY40HTMVWSW2U/DCZkQ/35P69rUi8ZI12y/FL1VTCS/D7cLa/xygcDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T06:20:54.003089Z","signed_message":"canonical_sha256_bytes"},"source_id":"2306.08565","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7178251d5fe903c8267c02453ec1c5c0e6ec197ed1f00b60a45a87187c58d586","sha256:fdb8b32166406e78ed2a8167f1e5de9df5eb6681f93382f2bdeb92bcee3265e9"],"state_sha256":"f47bc152df6018cc2ffd95d5967ed4015e799d5559bf54fe7ca4a2c4d0ddade7"}