33 citations · 38 across the 8 of their papers we have counts for
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cs.LG2021★ 33 cited
Pretraining Representations for Data-Efficient Reinforcement Learning
Max Schwarzer, Nitarshan Rajkumar, Michael Noukhovitch +5
Data efficiency is a key challenge for deep reinforcement learning. We address this problem by using unlabeled data to pretrain an encoder which is then finetuned on a small amount…
cs.LG2021
Emergent Communication under Competition
Michael Noukhovitch, Travis LaCroix, Angeliki Lazaridou +1
The literature in modern machine learning has only negative results for learning to communicate between competitive agents using standard RL. We introduce a modified sender-receive…