Antigoni Polychroniadou

Training machine learning models directly on encrypted data is now provably convergent, private, and more efficient thanks to a novel approach that avoids costly per-sample gradient clipping.

Finally, a practical biometric authentication system offers provable security against large-scale data breaches without sacrificing scalability or requiring auxiliary identifiers.