RL Weekly 36: AlphaZero with a Learned Model achieves SotA in Atari
Por um escritor misterioso
Descrição
In this issue, we look at MuZero, DeepMind’s new algorithm that learns a model and achieves AlphaZero performance in Chess, Shogi, and Go and achieves state-of-the-art performance on Atari. We also look at Safety Gym, OpenAI’s new environment suite for safe RL.
![RL Weekly 36: AlphaZero with a Learned Model achieves SotA in Atari](https://ml-research.github.io/images/yu2023neurips_cc.png)
Kristian Kersting
![RL Weekly 36: AlphaZero with a Learned Model achieves SotA in Atari](https://www.endtoend.ai/assets/blog/rl-weekly/8/planet.png)
RL Weekly 9: Sample-efficient Near-SOTA Model-based RL, Neural MMO, and Bottlenecks in Deep Q-Learning
![RL Weekly 36: AlphaZero with a Learned Model achieves SotA in Atari](https://www.researchgate.net/publication/366497815/figure/fig1/AS:11431281108995183@1671679265048/Matsuzakis-86-tuple-network-a-h-the-86-tuple-network-proposed-by-Matsuzaki-8_Q320.jpg)
PDF) On Reinforcement Learning for the Game of 2048
![RL Weekly 36: AlphaZero with a Learned Model achieves SotA in Atari](https://www.researchgate.net/publication/350879591/figure/fig1/AS:1012871978827779@1618498906456/Q-learning-with-MCTS-is-applied-to-simultaneously-model-and-train-the-policy-network-and_Q320.jpg)
PDF) Alpha-T: Learning to Traverse over Graphs with An AlphaZero-inspired Self-Play Framework
![RL Weekly 36: AlphaZero with a Learned Model achieves SotA in Atari](https://ar5iv.labs.arxiv.org/html/2008.06495/assets/x1.png)
2008.06495] Joint Policy Search for Multi-agent Collaboration with Imperfect Information
![RL Weekly 36: AlphaZero with a Learned Model achieves SotA in Atari](https://i0.wp.com/syncedreview.com/wp-content/uploads/2020/09/image-112.png?resize=950%2C694&ssl=1)
UC Berkeley Reward-Free RL Beats SOTA Reward-Based RL
![RL Weekly 36: AlphaZero with a Learned Model achieves SotA in Atari](https://i.ytimg.com/vi/NJCLUzkn-sA/maxresdefault.jpg)
EfficientZero: Mastering Atari Games with Limited Data (Machine Learning Research Paper Explained)
![RL Weekly 36: AlphaZero with a Learned Model achieves SotA in Atari](https://severelytheoretical.files.wordpress.com/2022/07/g1680.png)
deep learning – Severely Theoretical
![RL Weekly 36: AlphaZero with a Learned Model achieves SotA in Atari](https://pub.mdpi-res.com/applsci/applsci-13-01406/article_deploy/html/images/applsci-13-01406-g001.png?1675068332)
Applied Sciences, Free Full-Text
![RL Weekly 36: AlphaZero with a Learned Model achieves SotA in Atari](https://www.confviews.com/static/iclr2022/thumbs/vrW3tvDfOJQ.jpg)
ICLR 2022
![RL Weekly 36: AlphaZero with a Learned Model achieves SotA in Atari](https://severelytheoretical.files.wordpress.com/2022/07/emergent_2.png)
deep learning – Severely Theoretical
![RL Weekly 36: AlphaZero with a Learned Model achieves SotA in Atari](https://ar5iv.labs.arxiv.org/html/2008.06495/assets/x2.png)
2008.06495] Joint Policy Search for Multi-agent Collaboration with Imperfect Information
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