{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:EST354SUFKW63VDKXUP655GLB7","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":"405e5751b55779f90f3686f4a2bf75bf17492861c302af754f7d03dea73b851e","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2017-02-24T05:00:37Z","title_canon_sha256":"2d98f81a4fa40ce3ac21c7bf3fe0b7dfd550250aada45bc161849ec161e0d26c"},"schema_version":"1.0","source":{"id":"1702.07464","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1702.07464","created_at":"2026-05-18T00:35:10Z"},{"alias_kind":"arxiv_version","alias_value":"1702.07464v3","created_at":"2026-05-18T00:35:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1702.07464","created_at":"2026-05-18T00:35:10Z"},{"alias_kind":"pith_short_12","alias_value":"EST354SUFKW6","created_at":"2026-05-18T12:31:12Z"},{"alias_kind":"pith_short_16","alias_value":"EST354SUFKW63VDK","created_at":"2026-05-18T12:31:12Z"},{"alias_kind":"pith_short_8","alias_value":"EST354SU","created_at":"2026-05-18T12:31:12Z"}],"graph_snapshots":[{"event_id":"sha256:0dfa7f33a0cfd9e6f24278f523086e1f5fc2c48716649b3a63402dca568816f5","target":"graph","created_at":"2026-05-18T00:35:10Z","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"},"paper":{"abstract_excerpt":"Deep Learning has recently become hugely popular in machine learning, providing significant improvements in classification accuracy in the presence of highly-structured and large databases.\n  Researchers have also considered privacy implications of deep learning. Models are typically trained in a centralized manner with all the data being processed by the same training algorithm. If the data is a collection of users' private data, including habits, personal pictures, geographical positions, interests, and more, the centralized server will have access to sensitive information that could potenti","authors_text":"Briland Hitaj, Fernando Perez-Cruz, Giuseppe Ateniese","cross_cats":["cs.LG","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2017-02-24T05:00:37Z","title":"Deep Models Under the GAN: Information Leakage from Collaborative Deep Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1702.07464","kind":"arxiv","version":3},"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":"sha256:2e93a2433565508a5d4e015dcd1df5c77f5e2895d083e0ec61fcfffee7a87d6e","target":"record","created_at":"2026-05-18T00:35:10Z","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":"405e5751b55779f90f3686f4a2bf75bf17492861c302af754f7d03dea73b851e","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2017-02-24T05:00:37Z","title_canon_sha256":"2d98f81a4fa40ce3ac21c7bf3fe0b7dfd550250aada45bc161849ec161e0d26c"},"schema_version":"1.0","source":{"id":"1702.07464","kind":"arxiv","version":3}},"canonical_sha256":"24a7bef2542aadedd46abd1feef4cb0fe1ef900e1f0d2b5b46c2a45deb43b010","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"24a7bef2542aadedd46abd1feef4cb0fe1ef900e1f0d2b5b46c2a45deb43b010","first_computed_at":"2026-05-18T00:35:10.657671Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:35:10.657671Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"qIfEkv2XPv9kUhtfw4t12DnyUZerlt5R8yWkF6tZZGNGwd//9WcWypkfdVUzEyeRj6+XDfTzPpGgk2sFOVtbAQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:35:10.658065Z","signed_message":"canonical_sha256_bytes"},"source_id":"1702.07464","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2e93a2433565508a5d4e015dcd1df5c77f5e2895d083e0ec61fcfffee7a87d6e","sha256:0dfa7f33a0cfd9e6f24278f523086e1f5fc2c48716649b3a63402dca568816f5"],"state_sha256":"15380487cc5ac5cde80e883890470354290c20a9ad0c180d75f70c59fdc61dfa"}