{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:BDFPPIALXLIATVNI4RCJPS34YN","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":"f85b8675421657b2dfc7b2ba094c158e3856bd768ece89b50b902cd40613d284","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2022-09-30T17:19:40Z","title_canon_sha256":"e9eb9e9eadac127ece879c159a0e6876ed3bf0e2d13b2826f7d4c117a8ad00d8"},"schema_version":"1.0","source":{"id":"2209.15596","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2209.15596","created_at":"2026-07-05T06:44:18Z"},{"alias_kind":"arxiv_version","alias_value":"2209.15596v2","created_at":"2026-07-05T06:44:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2209.15596","created_at":"2026-07-05T06:44:18Z"},{"alias_kind":"pith_short_12","alias_value":"BDFPPIALXLIA","created_at":"2026-07-05T06:44:18Z"},{"alias_kind":"pith_short_16","alias_value":"BDFPPIALXLIATVNI","created_at":"2026-07-05T06:44:18Z"},{"alias_kind":"pith_short_8","alias_value":"BDFPPIAL","created_at":"2026-07-05T06:44:18Z"}],"graph_snapshots":[{"event_id":"sha256:55ef700ed2d44d1b75d0e3863c8e1472ebba1612bdd3ca3c6b114e4929d839b0","target":"graph","created_at":"2026-07-05T06:44:18Z","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/2209.15596/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Individual privacy accounting enables bounding differential privacy (DP) loss individually for each participant involved in the analysis. This can be informative as often the individual privacy losses are considerably smaller than those indicated by the DP bounds that are based on considering worst-case bounds at each data access. In order to account for the individual privacy losses in a principled manner, we need a privacy accountant for adaptive compositions of randomised mechanisms, where the loss incurred at a given data access is allowed to be smaller than the worst-case loss. This kind ","authors_text":"Antti Honkela, Antti Koskela, Marlon Tobaben","cross_cats":["cs.LG","stat.ML"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2022-09-30T17:19:40Z","title":"Individual Privacy Accounting with Gaussian Differential Privacy"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2209.15596","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:bc37f4567e19fb65ecf8d980273aa1cb8f66c1afa8b96577015b62bdc7099878","target":"record","created_at":"2026-07-05T06:44:18Z","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":"f85b8675421657b2dfc7b2ba094c158e3856bd768ece89b50b902cd40613d284","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2022-09-30T17:19:40Z","title_canon_sha256":"e9eb9e9eadac127ece879c159a0e6876ed3bf0e2d13b2826f7d4c117a8ad00d8"},"schema_version":"1.0","source":{"id":"2209.15596","kind":"arxiv","version":2}},"canonical_sha256":"08caf7a00bbad009d5a8e44497cb7cc3505244965e2821358014deb620f0ef8b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"08caf7a00bbad009d5a8e44497cb7cc3505244965e2821358014deb620f0ef8b","first_computed_at":"2026-07-05T06:44:18.948296Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:44:18.948296Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"4YpXoG6JStXa4XE/BPpdRhtaG1Z86CkSISJEsg9XvupVjqOEBAmsImewUy+XtjwyK5Qp3iyvCn3lD8hDVRzMCA==","signature_status":"signed_v1","signed_at":"2026-07-05T06:44:18.948722Z","signed_message":"canonical_sha256_bytes"},"source_id":"2209.15596","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:bc37f4567e19fb65ecf8d980273aa1cb8f66c1afa8b96577015b62bdc7099878","sha256:55ef700ed2d44d1b75d0e3863c8e1472ebba1612bdd3ca3c6b114e4929d839b0"],"state_sha256":"0a8a3f1faecd56ee97f5d91426cfaf6095252c3023a524f635cc8ac792fcfc79"}