{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:QYOSQ6OP2BTGS6GEBSLSQQYOID","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":"6d11fb43d4f9c4fad5822970c7f6844fa291fe6d23c9deef4d3ca5fa7e828d7d","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CR","submitted_at":"2020-10-26T05:54:47Z","title_canon_sha256":"6fe8bd177fabb3e828611f1d246742d144443cb122160c5cd3faf4df5a24bb01"},"schema_version":"1.0","source":{"id":"2010.13356","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2010.13356","created_at":"2026-07-05T03:43:00Z"},{"alias_kind":"arxiv_version","alias_value":"2010.13356v2","created_at":"2026-07-05T03:43:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2010.13356","created_at":"2026-07-05T03:43:00Z"},{"alias_kind":"pith_short_12","alias_value":"QYOSQ6OP2BTG","created_at":"2026-07-05T03:43:00Z"},{"alias_kind":"pith_short_16","alias_value":"QYOSQ6OP2BTGS6GE","created_at":"2026-07-05T03:43:00Z"},{"alias_kind":"pith_short_8","alias_value":"QYOSQ6OP","created_at":"2026-07-05T03:43:00Z"}],"graph_snapshots":[{"event_id":"sha256:5c5a6ac1a1a81a531edc596af3cc4d2a9083e1b292633329058b5a796ee9fa57","target":"graph","created_at":"2026-07-05T03:43:00Z","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/2010.13356/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Among existing privacy attacks on the gradient of neural networks, \\emph{data reconstruction attack}, which reverse engineers the training batch from the gradient, poses a severe threat on the private training data. Despite its empirical success on large architectures and small training batches, unstable reconstruction accuracy is also observed when a smaller architecture or a larger batch is under attack. Due to the weak interpretability of existing learning-based attacks, there is little known on why, when and how data reconstruction attack is feasible.\n  In our work, we perform the first an","authors_text":"Jiaming Zhu, Min Yang, Mi Zhang, Xudong Pan, Yifan Yan","cross_cats":["cs.LG","stat.ML"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CR","submitted_at":"2020-10-26T05:54:47Z","title":"Exploring the Security Boundary of Data Reconstruction via Neuron Exclusivity Analysis"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2010.13356","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:b8b38b8e626fc51d25416c4e92103bc3131bd0b34d410c5672c920a539672b99","target":"record","created_at":"2026-07-05T03:43:00Z","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":"6d11fb43d4f9c4fad5822970c7f6844fa291fe6d23c9deef4d3ca5fa7e828d7d","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CR","submitted_at":"2020-10-26T05:54:47Z","title_canon_sha256":"6fe8bd177fabb3e828611f1d246742d144443cb122160c5cd3faf4df5a24bb01"},"schema_version":"1.0","source":{"id":"2010.13356","kind":"arxiv","version":2}},"canonical_sha256":"861d2879cfd0666978c40c9728430e40dbc766394cdc77dbc03d0eaadd074bee","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"861d2879cfd0666978c40c9728430e40dbc766394cdc77dbc03d0eaadd074bee","first_computed_at":"2026-07-05T03:43:00.442531Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:43:00.442531Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"LHB+2+uK2gUit3WgHfFkq1TzYbaqYRchBztWKWeVuYvIqec8my5cobqZIg9Gy1ni7DIZPHDQpzqP+hqgPucOCA==","signature_status":"signed_v1","signed_at":"2026-07-05T03:43:00.442992Z","signed_message":"canonical_sha256_bytes"},"source_id":"2010.13356","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b8b38b8e626fc51d25416c4e92103bc3131bd0b34d410c5672c920a539672b99","sha256:5c5a6ac1a1a81a531edc596af3cc4d2a9083e1b292633329058b5a796ee9fa57"],"state_sha256":"19d69745837408ca34a1805b9baf32631178fbecedbb2d0debaa20c44aae0e69"}