Piotr Kozakowski | DeepAI

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research

∙ 02/12/2021

Robust and Efficient Planning using Adaptive Entropy Tree Search

In this paper, we present the Adaptive EntropyTree Search (ANTS) algorit...

0 Piotr Kozakowski, et al. ∙

research

∙ 02/12/2021

Q-Value Weighted Regression: Reinforcement Learning with Limited Data

Sample efficiency and performance in the offline setting have emerged as...

41 Piotr Kozakowski, et al. ∙

research

∙ 12/19/2019

Uncertainty-sensitive Learning and Planning with Ensembles

We propose a reinforcement learning framework for discrete environments ...

21 Piotr Miłoś, et al. ∙

research

∙ 03/01/2019

Model-Based Reinforcement Learning for Atari

Model-free reinforcement learning (RL) can be used to learn effective po...

20 Łukasz Kaiser, et al. ∙