EPISODE · Mar 7, 2023 · 1H 7M
Jacob Beck and Risto Vuorio
from TalkRL: The Reinforcement Learning Podcast · host Robin Ranjit Singh Chauhan
Jacob Beck and Risto Vuorio on their recent Survey of Meta-Reinforcement Learning. Jacob and Risto are Ph.D. students at Whiteson Research Lab at University of Oxford. Featured Reference A Survey of Meta-Reinforcement LearningJacob Beck, Risto Vuorio, Evan Zheran Liu, Zheng Xiong, Luisa Zintgraf, Chelsea Finn, Shimon Whiteson Additional References VariBAD: A Very Good Method for Bayes-Adaptive Deep RL via Meta-Learning, Luisa Zintgraf et al Mastering Diverse Domains through World Models (Dreamerv3), Hafner et al Unsupervised Meta-Learning for Reinforcement Learning (MAML), Gupta et al Decoupling Exploration and Exploitation for Meta-Reinforcement Learning without Sacrifices (DREAM), Liu et al RL2: Fast Reinforcement Learning via Slow Reinforcement Learning, Duan et al Learning to reinforcement learn, Wang et al
What this episode covers
Jacob Beck and Risto Vuorio on their recent Survey of Meta-Reinforcement Learning. Jacob and Risto are Ph.D. students at Whiteson Research Lab at University of Oxford. Featured Reference A Survey of Meta-Reinforcement LearningJacob Beck, Risto Vuorio, Evan Zheran Liu, Zheng Xiong, Luisa Zintgraf, Chelsea Finn, Shimon Whiteson Additional References VariBAD: A Very Good Method for Bayes-Adaptive Deep RL via Meta-Learning, Luisa Zintgraf et al Mastering Diverse Domains through World Models (Dreamerv3), Hafner et al Unsupervised Meta-Learning for Reinforcement Learning (MAML), Gupta et al Decoupling Exploration and Exploitation for Meta-Reinforcement Learning without Sacrifices (DREAM), Liu et al RL2: Fast Reinforcement Learning via Slow Reinforcement Learning, Duan et al Learning to reinforcement learn, Wang et al
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Jacob Beck and Risto Vuorio
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