161 citations · 490 across the 47 of their papers we have counts for
4 papers · 1 filter
Rate analysis of dual averaging for nonconvex distributed optimization
Changxin Liu, Xuyang Wu, Xinlei Yi +2
This work studies nonconvex distributed constrained optimization over stochastic communication networks. We revisit the distributed dual averaging algorithm, which is known to conv…
Linear Convergent Distributed Nash Equilibrium Seeking with Compression
Xiaomeng Chen, Yuchi Wu, Xinlei Yi +2
Information compression techniques are majorly employed to address the concern of reducing communication cost over peer-to-peer links. In this paper, we investigate distributed Nas…
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…
Communication Compression for Distributed Nonconvex Optimization
Xinlei Yi, Shengjun Zhang, Tao Yang +2
This paper considers distributed nonconvex optimization with the cost functions being distributed over agents. Noting that information compression is a key tool to reduce the heavy…