{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:T7OVY5SGELIXCO5MHXK72OXIOX","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":"85d1c0a47ec63d3f34c0a9a2f7aca2a4b286cb212f168b17096ec95b74f869a5","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-10-03T12:37:39Z","title_canon_sha256":"b04900af2aceac3d6673e3581fc1706bb15b6f56da5b131f5b80f99b875a4f97"},"schema_version":"1.0","source":{"id":"2410.02440","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.02440","created_at":"2026-07-05T11:06:23Z"},{"alias_kind":"arxiv_version","alias_value":"2410.02440v2","created_at":"2026-07-05T11:06:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.02440","created_at":"2026-07-05T11:06:23Z"},{"alias_kind":"pith_short_12","alias_value":"T7OVY5SGELIX","created_at":"2026-07-05T11:06:23Z"},{"alias_kind":"pith_short_16","alias_value":"T7OVY5SGELIXCO5M","created_at":"2026-07-05T11:06:23Z"},{"alias_kind":"pith_short_8","alias_value":"T7OVY5SG","created_at":"2026-07-05T11:06:23Z"}],"graph_snapshots":[{"event_id":"sha256:5bf40f7fe7b56aad975e0eca5a2edccbaeb3e9c8eff599b41d3dfeb8e7ebe9e0","target":"graph","created_at":"2026-07-05T11:06:23Z","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/2410.02440/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) can be misused to spread unwanted content at scale. Content watermarking deters misuse by hiding messages in content, enabling its detection using a secret watermarking key. Robustness is a core security property, stating that evading detection requires (significant) degradation of the content's quality. Many LLM watermarking methods have been proposed, but robustness is tested only against non-adaptive attackers who lack knowledge of the watermarking method and can find only suboptimal attacks. We formulate watermark robustness as an objective function and use pre","authors_text":"Abdulrahman Diaa, Nils Lukas, Toluwani Aremu","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-10-03T12:37:39Z","title":"Optimizing Adaptive Attacks against Watermarks for Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.02440","kind":"arxiv","version":2},"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":"sha256:8f59e0724aabb5e3f407e8312612c580d3effa1e37c02b29363e6175419358b9","target":"record","created_at":"2026-07-05T11:06:23Z","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":"85d1c0a47ec63d3f34c0a9a2f7aca2a4b286cb212f168b17096ec95b74f869a5","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-10-03T12:37:39Z","title_canon_sha256":"b04900af2aceac3d6673e3581fc1706bb15b6f56da5b131f5b80f99b875a4f97"},"schema_version":"1.0","source":{"id":"2410.02440","kind":"arxiv","version":2}},"canonical_sha256":"9fdd5c764622d1713bac3dd5fd3ae875d018c03fe61877d3c81d5b5a67483159","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9fdd5c764622d1713bac3dd5fd3ae875d018c03fe61877d3c81d5b5a67483159","first_computed_at":"2026-07-05T11:06:23.829249Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:06:23.829249Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"i6+a8zLxzqUIdUo76sTFr3khKGcAn5QXQP32OOEjOfqvQusq4j/TsWzakieUFLhENuPgPuZjnUuDABzq3+z0DA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:06:23.829814Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.02440","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8f59e0724aabb5e3f407e8312612c580d3effa1e37c02b29363e6175419358b9","sha256:5bf40f7fe7b56aad975e0eca5a2edccbaeb3e9c8eff599b41d3dfeb8e7ebe9e0"],"state_sha256":"41e05ab15d02814258c0e37ff63b1ef2d090c9fa9918e56317cb39906c67ac9e"}