{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:ZFYONWSXT2NUFIJTY6R77IJLVG","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":"9a44f4e55fed1a12227736daa4c1ee2bfea630a2ec909251d37239bfb600d5df","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2018-12-31T08:19:26Z","title_canon_sha256":"4df2b7bb55670cfae3382163aa4f3b71175fdf586d247d072bac4e12389f4164"},"schema_version":"1.0","source":{"id":"1812.11720","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1812.11720","created_at":"2026-05-17T23:41:17Z"},{"alias_kind":"arxiv_version","alias_value":"1812.11720v4","created_at":"2026-05-17T23:41:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1812.11720","created_at":"2026-05-17T23:41:17Z"},{"alias_kind":"pith_short_12","alias_value":"ZFYONWSXT2NU","created_at":"2026-05-18T12:33:07Z"},{"alias_kind":"pith_short_16","alias_value":"ZFYONWSXT2NUFIJT","created_at":"2026-05-18T12:33:07Z"},{"alias_kind":"pith_short_8","alias_value":"ZFYONWSX","created_at":"2026-05-18T12:33:07Z"}],"graph_snapshots":[{"event_id":"sha256:607f0d376d400d788b00850dae626bb620507550a860f8f7accc13f9fc3afe68","target":"graph","created_at":"2026-05-17T23:41:17Z","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 is gaining importance in many applications. However, Neural Networks face several security and privacy threats. This is particularly significant in the scenario where Cloud infrastructures deploy a service with Neural Network model at the back end. Here, an adversary can extract the Neural Network parameters, infer the regularization hyperparameter, identify if a data point was part of the training data, and generate effective transferable adversarial examples to evade classifiers. This paper shows how a Neural Network model is susceptible to timing side channel attack. In this p","authors_text":"Debasis Samanta, D Vijay Rao, Valentina E. Balas, Vasisht Duddu","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2018-12-31T08:19:26Z","title":"Stealing Neural Networks via Timing Side Channels"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1812.11720","kind":"arxiv","version":4},"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":"sha256:3b1ddcb961dc1f74045a655bf6599aefc54caf1a5a9be981721db90d6d34afec","target":"record","created_at":"2026-05-17T23:41:17Z","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":"9a44f4e55fed1a12227736daa4c1ee2bfea630a2ec909251d37239bfb600d5df","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2018-12-31T08:19:26Z","title_canon_sha256":"4df2b7bb55670cfae3382163aa4f3b71175fdf586d247d072bac4e12389f4164"},"schema_version":"1.0","source":{"id":"1812.11720","kind":"arxiv","version":4}},"canonical_sha256":"c970e6da579e9b42a133c7a3ffa12ba981add3363ccebb337fe8152c9fe1001c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c970e6da579e9b42a133c7a3ffa12ba981add3363ccebb337fe8152c9fe1001c","first_computed_at":"2026-05-17T23:41:17.619765Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:41:17.619765Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"V7Avf+btjHs7ZjKHzFuUE98Q6PrO9ipgEdQeGx0llT5k2hPBnmhKp04qcSU8FzbXVTJjNR9+wQsDvt82RpprAQ==","signature_status":"signed_v1","signed_at":"2026-05-17T23:41:17.620504Z","signed_message":"canonical_sha256_bytes"},"source_id":"1812.11720","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3b1ddcb961dc1f74045a655bf6599aefc54caf1a5a9be981721db90d6d34afec","sha256:607f0d376d400d788b00850dae626bb620507550a860f8f7accc13f9fc3afe68"],"state_sha256":"2596aa7fee4d05a161e23c708ad2c45a133f60e81d992190927094ec2f32e1b5"}