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Pairwise Weights for Temporal Credit Assignment

Feb 09, 2021
Zeyu Zheng, Risto Vuorio, Richard Lewis, Satinder Singh

* The first two authors contributed equally 

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Learning State Representations from Random Deep Action-conditional Predictions

Feb 09, 2021
Zeyu Zheng, Vivek Veeriah, Risto Vuorio, Richard Lewis, Satinder Singh

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How Should an Agent Practice?

Dec 15, 2019
Janarthanan Rajendran, Richard Lewis, Vivek Veeriah, Honglak Lee, Satinder Singh

* AAAI-2020 

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Discovery of Useful Questions as Auxiliary Tasks

Sep 10, 2019
Vivek Veeriah, Matteo Hessel, Zhongwen Xu, Richard Lewis, Janarthanan Rajendran, Junhyuk Oh, Hado van Hasselt, David Silver, Satinder Singh

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In silico generation of novel, drug-like chemical matter using the LSTM neural network

Jan 08, 2018
Peter Ertl, Richard Lewis, Eric Martin, Valery Polyakov

* in this version fixed some reference numbers 

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Deep Learning for Reward Design to Improve Monte Carlo Tree Search in ATARI Games

Apr 24, 2016
Xiaoxiao Guo, Satinder Singh, Richard Lewis, Honglak Lee

* In 25th International Joint Conference on Artificial Intelligence (IJCAI), 2016 

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Action-Conditional Video Prediction using Deep Networks in Atari Games

Dec 22, 2015
Junhyuk Oh, Xiaoxiao Guo, Honglak Lee, Richard Lewis, Satinder Singh

* Published at NIPS 2015 (Advances in Neural Information Processing Systems 28) 

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