SecureRouter: Encrypted Routing for Efficient Secure Inference

ArXi:2604.15499v1 Announce Type: cross Cryptographically secure neural network inference typically relies on secure computing techniques such as Secure Multi-Party Computation (MPC), enabling cloud servers to process client inputs without decrypting them. Although prior privacy-preserving inference systems co-design network optimizations with MPC, they remain slow and costly, limiting real-world deployment.