activity
20202025
most citedModel-Free Non-Stationary RL: Near-Optimal Regret and Applications in Multi-Agent RL and Inventory Control

9 citations · 23 across the 11 of their papers we have counts for

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2 papers · 1 filter

eess.SY2024

Decision Transformer as a Foundation Model for Partially Observable Continuous Control

Xiangyuan Zhang, Weichao Mao, Haoran Qiu +1

Closed-loop control of nonlinear dynamical systems with partial-state observability demands expert knowledge of a diverse, less standardized set of theoretical tools. Moreover, it…

eess.SY2023

Controlgym: Large-Scale Control Environments for Benchmarking Reinforcement Learning Algorithms

Xiangyuan Zhang, Weichao Mao, Saviz Mowlavi +2

We introduce controlgym, a library of thirty-six industrial control settings, and ten infinite-dimensional partial differential equation (PDE)-based control problems. Integrated wi…