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stat.ML2022★ 1 cited
Strategic Decision-Making in the Presence of Information Asymmetry: Provably Efficient RL with Algorithmic Instruments
Mengxin Yu, Zhuoran Yang, Jianqing Fan
We study offline reinforcement learning under a novel model called strategic MDP, which characterizes the strategic interactions between a principal and a sequence of myopic agents…
stat.ML2020
Understanding Implicit Regularization in Over-Parameterized Single Index Model
Jianqing Fan, Zhuoran Yang, Mengxin Yu
In this paper, we leverage over-parameterization to design regularization-free algorithms for the high-dimensional single index model and provide theoretical guarantees for the ind…