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20202026
most citedTowards Theoretical Understandings of Robust Markov Decision Processes: Sample Complexity and Asymptotics

3 citations · 5 across the 10 of their papers we have counts for

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stat.ML2026

Online Inference in Distributional Temporal-Difference Learning

Yang Peng, Liangyu Zhang

We study online statistical inference for functionals of the return distribution under a fixed policy. The return distribution is estimated by nonparametric distributional temporal…

stat.ML2026

Variance-aware Reward Modeling with Anchor Guidance

Shuxing Fang, Ruijian Han, Liangyu Zhang +1

Standard Bradley--Terry (BT) reward models are limited when human preferences are pluralistic. Although soft preference labels preserve disagreement information, BT can only expres…