{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:3APCNZZCIGIWYITMR4IZVC3CLX","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":"f8a645cc61313d8567d517878bcef082d8bd59f8ce2e99e1a6710111a488184c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-06-29T14:19:20Z","title_canon_sha256":"13b0bba7442c7bd1ea7714d9d8a969c0dee5d775f060d9bf6a82c01ed4b36a90"},"schema_version":"1.0","source":{"id":"2606.30342","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.30342","created_at":"2026-06-30T02:18:11Z"},{"alias_kind":"arxiv_version","alias_value":"2606.30342v1","created_at":"2026-06-30T02:18:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.30342","created_at":"2026-06-30T02:18:11Z"},{"alias_kind":"pith_short_12","alias_value":"3APCNZZCIGIW","created_at":"2026-06-30T02:18:11Z"},{"alias_kind":"pith_short_16","alias_value":"3APCNZZCIGIWYITM","created_at":"2026-06-30T02:18:11Z"},{"alias_kind":"pith_short_8","alias_value":"3APCNZZC","created_at":"2026-06-30T02:18:11Z"}],"graph_snapshots":[{"event_id":"sha256:870ab3acb6a0eca93abcb1730c50155937e81e7637673e6b9741d2a1d95318cb","target":"graph","created_at":"2026-06-30T02:18:11Z","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/2606.30342/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Adversarial attacks pose a challenge to the reliability of deep learning models, motivating effective detection methods. Existing techniques often rely on attack-specific assumptions, access to adversarial samples, or knowledge of the underlying classifier (white-box). We propose \\textit{$A^4D$ (\\textbf{A}ttack- and \\textbf{A}rchitecture-\\textbf{A}gnostic \\textbf{A}dversarial \\textbf{D}etector)}, a completely black-box, zero-shot adversarial attack detection framework that utilizes prompt-based similarity scores derived from CLIP. To the best of our knowledge this is the first attempt to utili","authors_text":"Eyal Gofer, Guy Gilboa, Hodaya Krakover, Meir Yossef Levi","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-06-29T14:19:20Z","title":"A Classifier-Agnostic Zero-Shot Adversarial Attack Detection via CLIP"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.30342","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":"sha256:6d87ed3f9ff528dae7bcf47ddfdf4c129682d78b9ce28152b55fd213bbe0a14a","target":"record","created_at":"2026-06-30T02:18:11Z","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":"f8a645cc61313d8567d517878bcef082d8bd59f8ce2e99e1a6710111a488184c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-06-29T14:19:20Z","title_canon_sha256":"13b0bba7442c7bd1ea7714d9d8a969c0dee5d775f060d9bf6a82c01ed4b36a90"},"schema_version":"1.0","source":{"id":"2606.30342","kind":"arxiv","version":1}},"canonical_sha256":"d81e26e72241916c226c8f119a8b625ddbce07ce872713873aaddc1d42715916","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d81e26e72241916c226c8f119a8b625ddbce07ce872713873aaddc1d42715916","first_computed_at":"2026-06-30T02:18:11.102769Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-30T02:18:11.102769Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Dm8wb2v0VbOzxIg40uLVhRuiADz9zKEELXTjIutnYOnkOQaD6reB/a+T0hecAEeQTZuwIMjLVeJZsVcjAqQLDA==","signature_status":"signed_v1","signed_at":"2026-06-30T02:18:11.103388Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.30342","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6d87ed3f9ff528dae7bcf47ddfdf4c129682d78b9ce28152b55fd213bbe0a14a","sha256:870ab3acb6a0eca93abcb1730c50155937e81e7637673e6b9741d2a1d95318cb"],"state_sha256":"9e3fb205fff140ed5d21899ce2089d14a9153753f1e2b8b16401dc32258f7a55"}