{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:EMKY3XCGIQQRHX2ROOXCB5BJH3","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":"90b0df0e88df3b3c627bb2c5621066dcc04e37a7c57338c1864c15d085f4d5c5","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2018-03-27T03:08:39Z","title_canon_sha256":"d6e8d570b0b3eaad3ab41921d8a11dfd5249e0024c6dfacb7c84c19700e647c9"},"schema_version":"1.0","source":{"id":"1803.09868","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1803.09868","created_at":"2026-05-18T00:20:08Z"},{"alias_kind":"arxiv_version","alias_value":"1803.09868v1","created_at":"2026-05-18T00:20:08Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1803.09868","created_at":"2026-05-18T00:20:08Z"},{"alias_kind":"pith_short_12","alias_value":"EMKY3XCGIQQR","created_at":"2026-05-18T12:32:22Z"},{"alias_kind":"pith_short_16","alias_value":"EMKY3XCGIQQRHX2R","created_at":"2026-05-18T12:32:22Z"},{"alias_kind":"pith_short_8","alias_value":"EMKY3XCG","created_at":"2026-05-18T12:32:22Z"}],"graph_snapshots":[{"event_id":"sha256:38ab103d58e48eac22a2fb9096cfbc4b8bf73ae80c6367f90073f2d0851f227d","target":"graph","created_at":"2026-05-18T00:20:08Z","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"},"paper":{"abstract_excerpt":"Feature Squeezing is a recently proposed defense method which reduces the search space available to an adversary by coalescing samples that correspond to many different feature vectors in the original space into a single sample. It has been shown that feature squeezing defenses can be combined in a joint detection framework to achieve high detection rates against state-of-the-art attacks. However, we demonstrate on the MNIST and CIFAR-10 datasets that by increasing the adversary strength of said state-of-the-art attacks, one can bypass the detection framework with adversarial examples of minim","authors_text":"Pin-Yu Chen, Yash Sharma","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2018-03-27T03:08:39Z","title":"Bypassing Feature Squeezing by Increasing Adversary Strength"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1803.09868","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":"sha256:5ad0596f32954fd5b05c945a9d1ea715a086382590fa141a27596ec42580b62d","target":"record","created_at":"2026-05-18T00:20:08Z","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":"90b0df0e88df3b3c627bb2c5621066dcc04e37a7c57338c1864c15d085f4d5c5","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2018-03-27T03:08:39Z","title_canon_sha256":"d6e8d570b0b3eaad3ab41921d8a11dfd5249e0024c6dfacb7c84c19700e647c9"},"schema_version":"1.0","source":{"id":"1803.09868","kind":"arxiv","version":1}},"canonical_sha256":"23158ddc46442113df5173ae20f4293ecbb7d8c76b9d6b29e6964eb012311925","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"23158ddc46442113df5173ae20f4293ecbb7d8c76b9d6b29e6964eb012311925","first_computed_at":"2026-05-18T00:20:08.019333Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:20:08.019333Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Nu6mHPkshlYD+AehyjisBboEzd4sBrsDmwPpLM93+1ZElBHc6V5/LnO78xdQdNcMqbB6KhWu+hfeQBo3d5FKCw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:20:08.019791Z","signed_message":"canonical_sha256_bytes"},"source_id":"1803.09868","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5ad0596f32954fd5b05c945a9d1ea715a086382590fa141a27596ec42580b62d","sha256:38ab103d58e48eac22a2fb9096cfbc4b8bf73ae80c6367f90073f2d0851f227d"],"state_sha256":"6f8d5e437f3fd056426670d4eca68fe79363559890a11f317ac76d8f00b803d1"}