{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:M7UKSEUMP77X6SEO5MUE3T4557","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":"20185f48e5d855f35dfdcf0d017e92079468ec8501c5d6e60ab9006e444c001d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2022-05-06T06:42:48Z","title_canon_sha256":"05e2bfca6e803570f8d13deaa690723a334593a07b3161f05804674d62555868"},"schema_version":"1.0","source":{"id":"2205.03040","kind":"arxiv","version":5}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2205.03040","created_at":"2026-07-05T06:19:15Z"},{"alias_kind":"arxiv_version","alias_value":"2205.03040v5","created_at":"2026-07-05T06:19:15Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2205.03040","created_at":"2026-07-05T06:19:15Z"},{"alias_kind":"pith_short_12","alias_value":"M7UKSEUMP77X","created_at":"2026-07-05T06:19:15Z"},{"alias_kind":"pith_short_16","alias_value":"M7UKSEUMP77X6SEO","created_at":"2026-07-05T06:19:15Z"},{"alias_kind":"pith_short_8","alias_value":"M7UKSEUM","created_at":"2026-07-05T06:19:15Z"}],"graph_snapshots":[{"event_id":"sha256:0d1ff55458128d88dcdacf77ec6cf8d8ad80a75bbed96096fc686bebd734ae2f","target":"graph","created_at":"2026-07-05T06:19:15Z","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/2205.03040/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In secure machine learning inference, most of the schemes assume that the server is semi-honest (honestly following the protocol but attempting to infer additional information). However, the server may be malicious (e.g., using a low-quality model or deviating from the protocol) in the real world. Although a few studies have considered a malicious server that deviates from the protocol, they ignore the verification of model accuracy (where the malicious server uses a low-quality model) meanwhile preserving the privacy of both the server's model and the client's inputs. To address these issues,","authors_text":"Anjia Yang, Caiqin Dong, Jia-Nan Liu, Jian Weng, Shun Hu, Yao Tong, Yudan Cheng, Yue Zhang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2022-05-06T06:42:48Z","title":"Fusion: Efficient and Secure Inference Resilient to Malicious Servers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2205.03040","kind":"arxiv","version":5},"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:ce17f9b6973414fa539a0f72188bd8bbdb43225cb17a3bf5bcc6877bedc7da62","target":"record","created_at":"2026-07-05T06:19:15Z","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":"20185f48e5d855f35dfdcf0d017e92079468ec8501c5d6e60ab9006e444c001d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2022-05-06T06:42:48Z","title_canon_sha256":"05e2bfca6e803570f8d13deaa690723a334593a07b3161f05804674d62555868"},"schema_version":"1.0","source":{"id":"2205.03040","kind":"arxiv","version":5}},"canonical_sha256":"67e8a9128c7fff7f488eeb284dcf9defef999f3a0f7833550184c439cf68e779","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"67e8a9128c7fff7f488eeb284dcf9defef999f3a0f7833550184c439cf68e779","first_computed_at":"2026-07-05T06:19:15.678211Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:19:15.678211Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"VULTS9eosyzjyse92Fco70BUPx3UXYSxvR0WdcngZIbeiSnkrN88VNbk7e6+8BKyJF+S6hEY62/dThV6+u7iAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T06:19:15.678676Z","signed_message":"canonical_sha256_bytes"},"source_id":"2205.03040","source_kind":"arxiv","source_version":5}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ce17f9b6973414fa539a0f72188bd8bbdb43225cb17a3bf5bcc6877bedc7da62","sha256:0d1ff55458128d88dcdacf77ec6cf8d8ad80a75bbed96096fc686bebd734ae2f"],"state_sha256":"31ee09b47e0896fcf700c79b647e6cfff7ed87e0b3c3a8e6c7e0b71b93c67c12"}