{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:I5UMJ4O7KIJBZ3QBJALZ2ZTG2Z","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":"7e0be8c7d168cc7f95a0c9f3a2a04dab2185d65875bf53fb216ab3657108bd12","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2023-08-01T13:47:27Z","title_canon_sha256":"02d107dc8aaff8e487f494f93410a2a170eb911cd9008669266da896f2d1e6c7"},"schema_version":"1.0","source":{"id":"2308.00553","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2308.00553","created_at":"2026-07-05T06:36:48Z"},{"alias_kind":"arxiv_version","alias_value":"2308.00553v1","created_at":"2026-07-05T06:36:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2308.00553","created_at":"2026-07-05T06:36:48Z"},{"alias_kind":"pith_short_12","alias_value":"I5UMJ4O7KIJB","created_at":"2026-07-05T06:36:48Z"},{"alias_kind":"pith_short_16","alias_value":"I5UMJ4O7KIJBZ3QB","created_at":"2026-07-05T06:36:48Z"},{"alias_kind":"pith_short_8","alias_value":"I5UMJ4O7","created_at":"2026-07-05T06:36:48Z"}],"graph_snapshots":[{"event_id":"sha256:e282872970d78eb23009b3664c1ce6c626408bdc458669609167624fcf5e8abd","target":"graph","created_at":"2026-07-05T06:36:48Z","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/2308.00553/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Federated Learning (FL) has become very popular since it enables clients to train a joint model collaboratively without sharing their private data. However, FL has been shown to be susceptible to backdoor and inference attacks. While in the former, the adversary injects manipulated updates into the aggregation process; the latter leverages clients' local models to deduce their private data. Contemporary solutions to address the security concerns of FL are either impractical for real-world deployment due to high-performance overheads or are tailored towards addressing specific threats, for inst","authors_text":"Ahmad-Reza Sadeghi, Huimin Li, Phillip Rieger, Shaza Zeitouni, Stjepan Picek","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2023-08-01T13:47:27Z","title":"FLAIRS: FPGA-Accelerated Inference-Resistant & Secure Federated Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2308.00553","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":"sha256:689fefb2e535a942fe735c8f7bdee48a668bfa58eb484838ee55356ba7ae2784","target":"record","created_at":"2026-07-05T06:36:48Z","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":"7e0be8c7d168cc7f95a0c9f3a2a04dab2185d65875bf53fb216ab3657108bd12","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2023-08-01T13:47:27Z","title_canon_sha256":"02d107dc8aaff8e487f494f93410a2a170eb911cd9008669266da896f2d1e6c7"},"schema_version":"1.0","source":{"id":"2308.00553","kind":"arxiv","version":1}},"canonical_sha256":"4768c4f1df52121cee0148179d6666d67e45e6818f679177d9e26713a8d4d6fa","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4768c4f1df52121cee0148179d6666d67e45e6818f679177d9e26713a8d4d6fa","first_computed_at":"2026-07-05T06:36:48.970404Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:36:48.970404Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"M5038Q1CgDzhOeMxAfgDIMHFskX2q4+gkSz37Jp5TYpmRpKSRzq/7AuJz5sqfhTKumwSqPTc/JlY4BcU+T/KBg==","signature_status":"signed_v1","signed_at":"2026-07-05T06:36:48.970740Z","signed_message":"canonical_sha256_bytes"},"source_id":"2308.00553","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:689fefb2e535a942fe735c8f7bdee48a668bfa58eb484838ee55356ba7ae2784","sha256:e282872970d78eb23009b3664c1ce6c626408bdc458669609167624fcf5e8abd"],"state_sha256":"fa432f3349fb4106fb3bb3b8ed9caf9bed988e5416dac853b19fac16e423c741"}