328 citations · 596 across the 29 of their papers we have counts for
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cs.LG2015
Optimal Selective Attention in Reactive Agents
Roy Fox, Naftali Tishby
In POMDPs, information about the hidden state, delivered through observations, is both valuable to the agent, allowing it to base its actions on better informed internal states, an…
cs.LG2015★ 62 cited
Taming the Noise in Reinforcement Learning via Soft Updates
Roy Fox, Ari Pakman, Naftali Tishby
Model-free reinforcement learning algorithms, such as Q-learning, perform poorly in the early stages of learning in noisy environments, because much effort is spent unlearning bias…