Efficient Differentially Private Tensor Factorization in the Parallel and Distributed Computing Paradigm
we introduce two models DPTF-SVRG and ADMM-DPTF, each leveraging specific techniques. DPTF-SVRG is designed for single-GPU environments and utilizes a unique strategy to reduce gradient variance, enabling faster convergence compared to SGD.
Dec 21, 2023