27 citations · 204 across the 36 of their papers we have counts for
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3 papers · 1 filter
math.OC2020★ 2 cited
Multi-Agent Reinforcement Learning in Cournot Games
Yuanyuan Shi, Baosen Zhang
In this work, we study the interaction of strategic agents in continuous action Cournot games with limited information feedback. Cournot game is the essential market model for many…
cs.LG2020★ 9 cited
Safe Reinforcement Learning of Control-Affine Systems with Vertex Networks
Liyuan Zheng, Yuanyuan Shi, Lillian J. Ratliff +1
This paper focuses on finding reinforcement learning policies for control systems with hard state and action constraints. Despite its success in many domains, reinforcement learnin…
math.OC2020★ 21 cited
Input Convex Neural Networks for Optimal Voltage Regulation
Yize Chen, Yuanyuan Shi, Baosen Zhang
The increasing penetration of renewables in distribution networks calls for faster and more advanced voltage regulation strategies. A promising approach is to formulate the problem…