{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:E6S6F5G6RF5K7A254YDCX74O2D","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":"5f8be184574c01a1908c86e948805e10d1d2f7256c18f875fd744268f51bbb0f","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-11-24T11:46:59Z","title_canon_sha256":"4f664a8588091189fe42393c8d33e7666e7ef2173a4dc5847e91607d30f64592"},"schema_version":"1.0","source":{"id":"2411.15796","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.15796","created_at":"2026-07-05T09:39:41Z"},{"alias_kind":"arxiv_version","alias_value":"2411.15796v1","created_at":"2026-07-05T09:39:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.15796","created_at":"2026-07-05T09:39:41Z"},{"alias_kind":"pith_short_12","alias_value":"E6S6F5G6RF5K","created_at":"2026-07-05T09:39:41Z"},{"alias_kind":"pith_short_16","alias_value":"E6S6F5G6RF5K7A25","created_at":"2026-07-05T09:39:41Z"},{"alias_kind":"pith_short_8","alias_value":"E6S6F5G6","created_at":"2026-07-05T09:39:41Z"}],"graph_snapshots":[{"event_id":"sha256:66a3bac14d4c6fc8d99daaf88fd2eabe5bea80f2c4edcaf88180b2af9d30c2b4","target":"graph","created_at":"2026-07-05T09:39:41Z","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/2411.15796/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this work, we systematically explore the data privacy issues of dataset pruning in machine learning systems. Our findings reveal, for the first time, that even if data in the redundant set is solely used before model training, its pruning-phase membership status can still be detected through attacks. Since this is a fully upstream process before model training, traditional model output-based privacy inference methods are completely unsuitable. To address this, we introduce a new task called Data-Centric Membership Inference and propose the first ever data-centric privacy inference paradigm ","authors_text":"Cheng-Long Wang, Di Wang, Qi Li, Yinzhi Cao","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-11-24T11:46:59Z","title":"Data Lineage Inference: Uncovering Privacy Vulnerabilities of Dataset Pruning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.15796","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":"sha256:254c22f22999cbde615e02c9fdb7e0bb4cd74c5c586a8b3731dfb79a8c63c286","target":"record","created_at":"2026-07-05T09:39:41Z","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":"5f8be184574c01a1908c86e948805e10d1d2f7256c18f875fd744268f51bbb0f","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-11-24T11:46:59Z","title_canon_sha256":"4f664a8588091189fe42393c8d33e7666e7ef2173a4dc5847e91607d30f64592"},"schema_version":"1.0","source":{"id":"2411.15796","kind":"arxiv","version":1}},"canonical_sha256":"27a5e2f4de897aaf835de6062bff8ed0db07f3eb7c1255493fadf953a32a48e0","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"27a5e2f4de897aaf835de6062bff8ed0db07f3eb7c1255493fadf953a32a48e0","first_computed_at":"2026-07-05T09:39:41.230935Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:39:41.230935Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"6sNxUlVgaiyWWqFkLQHT3f6Jk9wSblFT7DQ3IJzTzLAxIwdGuDC1NtsoL3pilUq1Tq5zap/YSpjfJVW5Vv+3Bg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:39:41.231663Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.15796","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:254c22f22999cbde615e02c9fdb7e0bb4cd74c5c586a8b3731dfb79a8c63c286","sha256:66a3bac14d4c6fc8d99daaf88fd2eabe5bea80f2c4edcaf88180b2af9d30c2b4"],"state_sha256":"530fbc01a18ee0e0d388d016c5fe3d86b1e7433a703e3637186e7f6ca3706417"}