{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:4FGLWVCD7XNEBEWMM4PL47I7D6","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":"679661660ab5d9da42b7bb184ea14ac777cb27c2cc0040eb5367999cc8839efb","cross_cats_sorted":["cs.CR"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-06-08T06:24:51Z","title_canon_sha256":"d34671931d615c3ef148a8fae9e34c61c3ca39c7b092b69dac5efe95078bbc88"},"schema_version":"1.0","source":{"id":"2206.03693","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2206.03693","created_at":"2026-07-05T05:06:32Z"},{"alias_kind":"arxiv_version","alias_value":"2206.03693v3","created_at":"2026-07-05T05:06:32Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2206.03693","created_at":"2026-07-05T05:06:32Z"},{"alias_kind":"pith_short_12","alias_value":"4FGLWVCD7XNE","created_at":"2026-07-05T05:06:32Z"},{"alias_kind":"pith_short_16","alias_value":"4FGLWVCD7XNEBEWM","created_at":"2026-07-05T05:06:32Z"},{"alias_kind":"pith_short_8","alias_value":"4FGLWVCD","created_at":"2026-07-05T05:06:32Z"}],"graph_snapshots":[{"event_id":"sha256:5d4621af65a4deb23ec20bdaf89c7ab33b7703a57e0b50f583eb5039e71aa211","target":"graph","created_at":"2026-07-05T05:06:32Z","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/2206.03693/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The prevalence of data scraping from social media as a means to obtain datasets has led to growing concerns regarding unauthorized use of data. Data poisoning attacks have been proposed as a bulwark against scraping, as they make data \"unlearnable\" by adding small, imperceptible perturbations. Unfortunately, existing methods require knowledge of both the target architecture and the complete dataset so that a surrogate network can be trained, the parameters of which are used to generate the attack. In this work, we introduce autoregressive (AR) poisoning, a method that can generate poisoned dat","authors_text":"David W. Jacobs, Jonas Geiping, Micah Goldblum, Pedro Sandoval-Segura, Tom Goldstein, Vasu Singla","cross_cats":["cs.CR"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-06-08T06:24:51Z","title":"Autoregressive Perturbations for Data Poisoning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2206.03693","kind":"arxiv","version":3},"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":"sha256:7b98aa489589ae0daa26484eabfd64c1687858ab237731fc8af519fddc3aba10","target":"record","created_at":"2026-07-05T05:06:32Z","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":"679661660ab5d9da42b7bb184ea14ac777cb27c2cc0040eb5367999cc8839efb","cross_cats_sorted":["cs.CR"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-06-08T06:24:51Z","title_canon_sha256":"d34671931d615c3ef148a8fae9e34c61c3ca39c7b092b69dac5efe95078bbc88"},"schema_version":"1.0","source":{"id":"2206.03693","kind":"arxiv","version":3}},"canonical_sha256":"e14cbb5443fdda4092cc671ebe7d1f1f955cb235a96d435daa0e04ca1ed406d1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e14cbb5443fdda4092cc671ebe7d1f1f955cb235a96d435daa0e04ca1ed406d1","first_computed_at":"2026-07-05T05:06:32.172593Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:06:32.172593Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"N8lT9UoRO1EmXJJhxuPkZjuJqytU+2bPlju9yDIJJZTW2IWTgjfVMrMaoW33mxNiBIig7kIZPh7xUepPQdFBCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T05:06:32.173074Z","signed_message":"canonical_sha256_bytes"},"source_id":"2206.03693","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7b98aa489589ae0daa26484eabfd64c1687858ab237731fc8af519fddc3aba10","sha256:5d4621af65a4deb23ec20bdaf89c7ab33b7703a57e0b50f583eb5039e71aa211"],"state_sha256":"9de34b880095ceb270fd735f437321912712e335852aab950abdba320dc9e4a0"}