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cs.LG2020
Investigating Simple Object Representations in Model-Free Deep Reinforcement Learning
Guy Davidson, Brenden M. Lake
We explore the benefits of augmenting state-of-the-art model-free deep reinforcement algorithms with simple object representations. Following the Frostbite challenge posited by Lak…
cs.LG2019
Sequential mastery of multiple visual tasks: Networks naturally learn to learn and forget to forget
Guy Davidson, Michael C. Mozer
We explore the behavior of a standard convolutional neural net in a continual-learning setting that introduces visual classification tasks sequentially and requires the net to mast…