{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:C4QAOTHPDVBS3UO62BBFD2OOFH","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":"e207a54cbd78482edc5cb7222ff724d82823a6cdbc55727c8f3dbe810d30846c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-01-06T22:33:06Z","title_canon_sha256":"2cb839db4a40aabe23ef061cfb4b485911ae931046bc33b1c099717a6c2198fd"},"schema_version":"1.0","source":{"id":"2201.02265","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2201.02265","created_at":"2026-07-05T03:46:39Z"},{"alias_kind":"arxiv_version","alias_value":"2201.02265v1","created_at":"2026-07-05T03:46:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2201.02265","created_at":"2026-07-05T03:46:39Z"},{"alias_kind":"pith_short_12","alias_value":"C4QAOTHPDVBS","created_at":"2026-07-05T03:46:39Z"},{"alias_kind":"pith_short_16","alias_value":"C4QAOTHPDVBS3UO6","created_at":"2026-07-05T03:46:39Z"},{"alias_kind":"pith_short_8","alias_value":"C4QAOTHP","created_at":"2026-07-05T03:46:39Z"}],"graph_snapshots":[{"event_id":"sha256:434a6bf719e195e4248f8850181e7aacae4cfbc227207263be49e576a2197d0d","target":"graph","created_at":"2026-07-05T03:46:39Z","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/2201.02265/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We study the difficulties in learning that arise from robust and differentially private optimization. We first study convergence of gradient descent based adversarial training with differential privacy, taking a simple binary classification task on linearly separable data as an illustrative example. We compare the gap between adversarial and nominal risk in both private and non-private settings, showing that the data dimensionality dependent term introduced by private optimization compounds the difficulties of learning a robust model. After this, we discuss what parts of adversarial training a","authors_text":"Borja Balle, Jamie Hayes, M. Pawan Kumar","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-01-06T22:33:06Z","title":"Learning to be adversarially robust and differentially private"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2201.02265","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":"sha256:1b48236a80640ddab675c50d3d868772d77fa5f6486bfac09c0523c5d1cce718","target":"record","created_at":"2026-07-05T03:46:39Z","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":"e207a54cbd78482edc5cb7222ff724d82823a6cdbc55727c8f3dbe810d30846c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-01-06T22:33:06Z","title_canon_sha256":"2cb839db4a40aabe23ef061cfb4b485911ae931046bc33b1c099717a6c2198fd"},"schema_version":"1.0","source":{"id":"2201.02265","kind":"arxiv","version":1}},"canonical_sha256":"1720074cef1d432dd1ded04251e9ce29dee2db6a1b1f3bff91efaebe00e47111","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1720074cef1d432dd1ded04251e9ce29dee2db6a1b1f3bff91efaebe00e47111","first_computed_at":"2026-07-05T03:46:39.441653Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:46:39.441653Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"BCS1BmP6aoU0siiVCNTtHBlGR0UnegcHA4HedTo5jOET4tzblrEb0/JfSwrFt6yMLx6k9X4eSDn3tN/q7uZ5Bw==","signature_status":"signed_v1","signed_at":"2026-07-05T03:46:39.442078Z","signed_message":"canonical_sha256_bytes"},"source_id":"2201.02265","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1b48236a80640ddab675c50d3d868772d77fa5f6486bfac09c0523c5d1cce718","sha256:434a6bf719e195e4248f8850181e7aacae4cfbc227207263be49e576a2197d0d"],"state_sha256":"33a411e6c4d07621600c77b714010dcdd4de52e8ccd3cb6b87759255174a3f57"}