{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:4E72AOFJ53NZVGZKHYPSWH2PS6","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":"a63a342b9ea3beb1a4f3d61c8e811c3d11e0c386fbd26fdb27aafac681e03e80","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-04-20T01:07:45Z","title_canon_sha256":"4130affd4a74c0ca200745b5e028bc6e45d4a1cb17610ff52e18a4d0e096bfed"},"schema_version":"1.0","source":{"id":"2004.09007","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2004.09007","created_at":"2026-07-05T00:56:12Z"},{"alias_kind":"arxiv_version","alias_value":"2004.09007v1","created_at":"2026-07-05T00:56:12Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2004.09007","created_at":"2026-07-05T00:56:12Z"},{"alias_kind":"pith_short_12","alias_value":"4E72AOFJ53NZ","created_at":"2026-07-05T00:56:12Z"},{"alias_kind":"pith_short_16","alias_value":"4E72AOFJ53NZVGZK","created_at":"2026-07-05T00:56:12Z"},{"alias_kind":"pith_short_8","alias_value":"4E72AOFJ","created_at":"2026-07-05T00:56:12Z"}],"graph_snapshots":[{"event_id":"sha256:0bf002b4f8a488af5acb2b0da4c250a8237eb6d6ebaeb02ef3d6f8013467a1bc","target":"graph","created_at":"2026-07-05T00:56:12Z","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/2004.09007/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Transfer learning facilitates the training of task-specific classifiers using pre-trained models as feature extractors. We present a family of transferable adversarial attacks against such classifiers, generated without access to the classification head; we call these \\emph{headless attacks}. We first demonstrate successful transfer attacks against a victim network using \\textit{only} its feature extractor. This motivates the introduction of a label-blind adversarial attack. This transfer attack method does not require any information about the class-label space of the victim. Our attack lower","authors_text":"Ahmed Abdelkader, Avi Schwarzschild, Chen Zhu, Christoph Studer, Liam Fowl, Manli Shu, Michael J. Curry, Tom Goldstein","cross_cats":["stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-04-20T01:07:45Z","title":"Headless Horseman: Adversarial Attacks on Transfer Learning Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2004.09007","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":"sha256:2cf9c657c4e49688fb26780646c14ac6a12b35d6f9a8091de79226e2690ca360","target":"record","created_at":"2026-07-05T00:56:12Z","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":"a63a342b9ea3beb1a4f3d61c8e811c3d11e0c386fbd26fdb27aafac681e03e80","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-04-20T01:07:45Z","title_canon_sha256":"4130affd4a74c0ca200745b5e028bc6e45d4a1cb17610ff52e18a4d0e096bfed"},"schema_version":"1.0","source":{"id":"2004.09007","kind":"arxiv","version":1}},"canonical_sha256":"e13fa038a9eedb9a9b2a3e1f2b1f4f9790a31279c3e18b253f39cc0b173b054e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e13fa038a9eedb9a9b2a3e1f2b1f4f9790a31279c3e18b253f39cc0b173b054e","first_computed_at":"2026-07-05T00:56:12.193680Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:56:12.193680Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"m34AHW2Db8/uNsARRdDyP1/M1E0Kg8zO9/pwXiTGr/LOzXUbShU5sJjwJZ6cZEC8MhSc9spzuDKsajR4KFvJAg==","signature_status":"signed_v1","signed_at":"2026-07-05T00:56:12.194228Z","signed_message":"canonical_sha256_bytes"},"source_id":"2004.09007","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2cf9c657c4e49688fb26780646c14ac6a12b35d6f9a8091de79226e2690ca360","sha256:0bf002b4f8a488af5acb2b0da4c250a8237eb6d6ebaeb02ef3d6f8013467a1bc"],"state_sha256":"d4caba00314a410f94b7ab8e059d4ab969f32cc5b712ea7029fe001c038124bf"}