709 citations · 2.5k across the 39 of their papers we have counts for
4 papers · 1 filter
Distributed Policy Evaluation Under Multiple Behavior Strategies
Sergio Valcarcel Macua, Jianshu Chen, Santiago Zazo +1
We apply diffusion strategies to develop a fully-distributed cooperative reinforcement learning algorithm in which agents in a network communicate only with their immediate neighbo…
On the Learning Behavior of Adaptive Networks - Part I: Transient Analysis
Jianshu Chen, Ali H. Sayed
This work carries out a detailed transient analysis of the learning behavior of multi-agent networks, and reveals interesting results about the learning abilities of distributed st…
On the Learning Behavior of Adaptive Networks - Part II: Performance Analysis
Jianshu Chen, Ali H. Sayed
Part I of this work examined the mean-square stability and convergence of the learning process of distributed strategies over graphs. The results identified conditions on the netwo…
Distributed Pareto Optimization via Diffusion Strategies
Jianshu Chen, Ali H. Sayed
We consider solving multi-objective optimization problems in a distributed manner by a network of cooperating and learning agents. The problem is equivalent to optimizing a global…