9 papers · 1 filter
Communication-Efficient Distributed Online Nonconvex Optimization with Time-Varying Constraints
Kunpeng Zhang, Lei Xu, Xinlei Yi +5
This paper considers distributed online nonconvex optimization with time-varying inequality constraints over a network of agents, where the nonconvex local loss and convex local co…
Asymmetric Feedback Learning in Online Convex Games
Zifan Wang, Xinlei Yi, Yi Shen +2
This paper considers convex games involving multiple agents that aim to minimize their own cost functions using locally available information. A common assumption in the study of s…
Compressed Zeroth-Order Algorithm for Stochastic Distributed Nonconvex Optimization
Haonan Wang, Xinlei Yi, Yiguang Hong
This paper studies the stochastic distributed nonconvex optimization problem over a network of agents, where agents only access stochastic zeroth-order information about their loca…
Distributed Constrained Online Nonconvex Optimization with Compressed Communication
Kunpeng Zhang, Lei Xu, Xinlei Yi +4
This paper considers distributed online nonconvex optimization with time-varying inequality constraints over a network of agents. For a time-varying graph, we propose a distributed…
Quantized Distributed Nonconvex Optimization Algorithms with Linear Convergence under the Polyak--ojasiewicz Condition
Lei Xu, Xinlei Yi, Jiayue Sun +3
This paper considers distributed optimization for minimizing the average of local nonconvex cost functions, by using local information exchange over undirected communication networ…
Compressed Gradient Tracking Algorithms for Distributed Nonconvex Optimization
Lei Xu, Xinlei Yi, Guanghui Wen +3
In this paper, we study the distributed nonconvex optimization problem, which aims to minimize the average value of the local nonconvex cost functions using local information excha…