102 citations · 786 across the 51 of their papers we have counts for
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cs.LG2021★ 3 cited
Provably Breaking the Quadratic Error Compounding Barrier in Imitation Learning, Optimally
Nived Rajaraman, Yanjun Han, Lin F. Yang +2
We study the statistical limits of Imitation Learning (IL) in episodic Markov Decision Processes (MDPs) with a state space . We focus on the known-transition setting w…
cs.LG2021★ 7 cited
A Provably Efficient Algorithm for Linear Markov Decision Process with Low Switching Cost
Minbo Gao, Tianle Xie, Simon S. Du +1
Many real-world applications, such as those in medical domains, recommendation systems, etc, can be formulated as large state space reinforcement learning problems with only a smal…