Variance Reduction

Recently, min-max optimization problems have received increasing attention due to their wide range of applications in machine learning …

In recent years, decentralized bilevel optimization has gained significant attention thanks to its versatility in modeling a wide range …

To increase the training speed of distributed learning, recent years have witnessed a significant amount of interest in developing both …

Cooperative multi-agent reinforcement learning (MARL) has found many scientific and engineering applications. In this paper, we focus on decentralized MARL policy evaluation with nonlinear function approximation and propose efficient optimization algorithms.

Decentralized nonconvex optimization has received increasing attention in recent years in machine learning due to its advantages in …

Decentralized optimization has received increasing attention in recent years, due to its advantages in system robustness, data privacy …