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most citedAnother Look at Bandwidth-free Inference: a Sample Splitting Approach

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stat.ML2026

Self-Normalized Inference for Constant-Stepsize Temporal-Difference Learning under Markovian Sampling

Min Zeng, Yichen Zhang, Xiaofeng Shao

Constant-stepsize temporal-difference (TD) learning is attractive for policy evaluation, but inference from a single Markov trajectory must account for serial dependence and a step…