TalkRL: The Reinforcement Learning Podcast

Jacob Beck and Risto Vuorio


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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 Learning
Jacob 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  
...more
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