62 citations · 315 across the 65 of their papers we have counts for
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math.OC2021★ 1 cited
Halpern-Type Accelerated and Splitting Algorithms For Monotone Inclusions
Quoc Tran-Dinh, Yang Luo
In this paper, we develop a new type of accelerated algorithms to solve some classes of maximally monotone equations as well as monotone inclusions. Instead of using Nesterov's acc…
math.OC2021
A Unified Convergence Rate Analysis of The Accelerated Smoothed Gap Reduction Algorithm
Quoc Tran-Dinh
In this paper, we develop a unified convergence analysis framework for the Accelerated Smoothed GAp ReDuction algorithm (ASGARD) introduced in [20, Tran-Dinh et al, 2015] Unlike[20…
stat.ML2021★ 12 cited
FedDR -- Randomized Douglas-Rachford Splitting Algorithms for Nonconvex Federated Composite Optimization
Quoc Tran-Dinh, Nhan H. Pham, Dzung T. Phan +1
We develop two new algorithms, called, FedDR and asyncFedDR, for solving a fundamental nonconvex composite optimization problem in federated learning. Our algorithms rely on a nove…