Sam Ritter
Sam Ritter of DeepMind on Neuroscience and RL, Episodic Memory, Meta-RL, Synthetic Returns, the MERLIN agent, decoding brain activation, and more!
Sam Ritter is a Research Scientist on the neuroscience team at DeepMind.
Featured References
Unsupervised Predictive Memory in a Goal-Directed Agent (MERLIN)
Greg Wayne, Chia-Chun Hung, David Amos, Mehdi Mirza, Arun Ahuja, Agnieszka Grabska-Barwinska, Jack Rae, Piotr Mirowski, Joel Z. Leibo, Adam Santoro, Mevlana Gemici, Malcolm Reynolds, Tim Harley, Josh Abramson, Shakir Mohamed, Danilo Rezende, David Saxton, Adam Cain, Chloe Hillier, David Silver, Koray Kavukcuoglu, Matt Botvinick, Demis Hassabis, Timothy Lillicrap
Meta-RL without forgetting: Been There, Done That: Meta-Learning with Episodic Recall
Samuel Ritter, Jane X. Wang, Zeb Kurth-Nelson, Siddhant M. Jayakumar, Charles Blundell, Razvan Pascanu, Matthew Botvinick
Meta-Reinforcement Learning with Episodic Recall: An Integrative Theory of Reward-Driven Learning
Samuel Ritter 2019
Meta-RL exploration and planning: Rapid Task-Solving in Novel Environments
Sam Ritter, Ryan Faulkner, Laurent Sartran, Adam Santoro, Matt Botvinick, David Raposo
Synthetic Returns for Long-Term Credit Assignment
David Raposo, Sam Ritter, Adam Santoro, Greg Wayne, Theophane Weber, Matt Botvinick, Hado van Hasselt, Francis Song
Additional References
Featured References
Unsupervised Predictive Memory in a Goal-Directed Agent (MERLIN)
Greg Wayne, Chia-Chun Hung, David Amos, Mehdi Mirza, Arun Ahuja, Agnieszka Grabska-Barwinska, Jack Rae, Piotr Mirowski, Joel Z. Leibo, Adam Santoro, Mevlana Gemici, Malcolm Reynolds, Tim Harley, Josh Abramson, Shakir Mohamed, Danilo Rezende, David Saxton, Adam Cain, Chloe Hillier, David Silver, Koray Kavukcuoglu, Matt Botvinick, Demis Hassabis, Timothy Lillicrap
Meta-RL without forgetting: Been There, Done That: Meta-Learning with Episodic Recall
Samuel Ritter, Jane X. Wang, Zeb Kurth-Nelson, Siddhant M. Jayakumar, Charles Blundell, Razvan Pascanu, Matthew Botvinick
Meta-Reinforcement Learning with Episodic Recall: An Integrative Theory of Reward-Driven Learning
Samuel Ritter 2019
Meta-RL exploration and planning: Rapid Task-Solving in Novel Environments
Sam Ritter, Ryan Faulkner, Laurent Sartran, Adam Santoro, Matt Botvinick, David Raposo
Synthetic Returns for Long-Term Credit Assignment
David Raposo, Sam Ritter, Adam Santoro, Greg Wayne, Theophane Weber, Matt Botvinick, Hado van Hasselt, Francis Song
Additional References
- Sam Ritter: Meta-Learning to Make Smart Inferences from Small Data , North Star AI 2019
- The Bitter Lesson, Rich Sutton 2019
Creators and Guests
Host
Robin Ranjit Singh Chauhan
๐ฑ Head of Eng @AgFunder ๐ง AI:Reinforcement Learning/ML/DL/NLP๐๏ธHost @TalkRLPodcast ๐ณ ex-@Microsoft ecomm PgmMgr ๐ค @UWaterloo CompEng ๐จ๐ฆ ๐ฎ๐ณ
