Stochastic Compositional Gradient Descent: Algorithms for Minimizing Compositions of Expected-Value Functions

14 November 2014

Papers citing "Stochastic Compositional Gradient Descent: Algorithms for Minimizing Compositions of Expected-Value Functions"

15 / 15 papers shown

Title
Fast Two-Time-Scale Stochastic Gradient Method with Applications in Reinforcement Learning Sihan Zeng Thinh T. Doan 39 5 0 15 May 2024
FedDRO: Federated Compositional Optimization for Distributionally Robust Learning Prashant Khanduri Chengyin Li Rafi Ibn Sultan Yao Qiang Joerg Kliewer Dongxiao Zhu 25 0 0 21 Nov 2023
Doubly Robust Instance-Reweighted Adversarial Training Daouda Sow Sen-Fon Lin Zhangyang Wang Yitao Liang AAML OOD 13 2 0 01 Aug 2023
Achieving Linear Speedup in Decentralized Stochastic Compositional Minimax Optimization Hongchang Gao 17 1 0 25 Jul 2023
Stability and Generalization of Stochastic Compositional Gradient Descent Algorithms Minghao Yang Xiyuan Wei Tianbao Yang Yiming Ying 19 1 0 07 Jul 2023
Nonconvex Stochastic Bregman Proximal Gradient Method with Application to Deep Learning Kuan-Fu Ding Jingyang Li Kim-Chuan Toh 12 8 0 26 Jun 2023
Modified Gauss-Newton Algorithms under Noise Krishna Pillutla Vincent Roulet Sham Kakade Zaïd Harchaoui 6 3 0 18 May 2023
Multi-block-Single-probe Variance Reduced Estimator for Coupled Compositional Optimization Wei Jiang Gang Li Yibo Wang Lijun Zhang Tianbao Yang 12 16 0 18 Jul 2022
Multi-block Min-max Bilevel Optimization with Applications in Multi-task Deep AUC Maximization Quanqi Hu Yongjian Zhong Tianbao Yang 22 16 0 01 Jun 2022
FedNest: Federated Bilevel, Minimax, and Compositional Optimization Davoud Ataee Tarzanagh Mingchen Li Christos Thrampoulidis Samet Oymak FedML 15 73 0 04 May 2022
Finite-Sum Coupled Compositional Stochastic Optimization: Theory and Applications Bokun Wang Tianbao Yang 18 31 0 24 Feb 2022
Optimal Algorithms for Stochastic Multi-Level Compositional Optimization Wei Jiang Bokun Wang Yibo Wang Lijun Zhang Tianbao Yang 59 17 0 15 Feb 2022
Convergence Rates of Two-Time-Scale Gradient Descent-Ascent Dynamics for Solving Nonconvex Min-Max Problems Thinh T. Doan 4 15 0 17 Dec 2021
Sinkhorn Distributionally Robust Optimization Jie Wang Rui Gao Yao Xie 21 35 0 24 Sep 2021
Stochastic Gradient Descent for Non-smooth Optimization: Convergence Results and Optimal Averaging Schemes Ohad Shamir Tong Zhang 99 570 0 08 Dec 2012