62 citations · 315 across the 65 of their papers we have counts for
4 papers · 1 filter
Distributed Fast Fixed-Point Algorithms for Composite Monotone Inclusions over Networks
Nghia Nguyen-Trung, Ion Necoara, Quoc Tran-Dinh
This paper aims to develop new and efficient distributed algorithms for solving a class of monotone inclusions, , over a connected network of …
Provable Parameter-Free Fixed-Point Algorithms with Linear Convergence Rates
Quoc Tran-Dinh, Pham Ngoc Anh, Ha Manh Tien
In this paper, we develop provable parameter-free fixed-point algorithms for contractive mappings, with an emphasis on automatically exploiting hidden contractivity without requiri…
Adaptive Regularization within Trust Region Methods for Stochastic Nonconvex Optimization
Yunsoo Ha, Sara Shashaani, Quoc Tran-dinh
We propose a stochastic nonconvex optimization algorithm that achieves almost sure iteration complexity for problems with smooth objective functions…
Unbiased and Biased Variance-Reduced Forward-Reflected-Backward Splitting Methods for Stochastic Composite Inclusions
Quoc Tran-Dinh, Nghia Nguyen-Trung
This paper develops new variance-reduction techniques for the forward-reflected-backward splitting (FRBS) method to solve a class of possibly nonmonotone stochastic composite inclu…