187 citations · 482 across the 18 of their papers we have counts for
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cs.LG2019★ 22 cited
Gossip-based Actor-Learner Architectures for Deep Reinforcement Learning
Mahmoud Assran, Joshua Romoff, Nicolas Ballas +2
Multi-simulator training has contributed to the recent success of Deep Reinforcement Learning by stabilizing learning and allowing for higher training throughputs. We propose Gossi…
cs.LG2019★ 4 cited
Separating value functions across time-scales
Joshua Romoff, Peter Henderson, Ahmed Touati +3
In many finite horizon episodic reinforcement learning (RL) settings, it is desirable to optimize for the undiscounted return - in settings like Atari, for instance, the goal is to…