BlindStep MPC kernel for privacy-preserving collaborative reasoning
BlindStep is a fixed-shape MPC-online kernel that provides simulation-based guarantees for bounded-slot aggregation between semi-honest parties.
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Stories tagged #privacy-preserving
CorrectGuard: Eyes-Off Correctness Estimation for Black-Box Security Guardrails
CorrectGuard estimates black-box AI guardrail correctness without inspecting user input or guardrail internals, boosting error-detection accuracy up to 25 points.
Batched Paillier-Based Hamming-Distance Computation over Binary Embeddings
A batched GPU Paillier client computes Hamming distance on encrypted 512-bit embeddings at high throughput.
Multi-center Medical Data Mining with FL-Net - A One-stop Shop for Federated Learning
FL-Net is a federated clinical research framework integrating harmonization, disclosure control, and audited workflows, targeting 800,000+ patients across 10 hospitals in 9 countries.