57 citations · 230 across the 22 of their papers we have counts for
3 papers · 1 filter
Emphatic Temporal-Difference Learning
A. Rupam Mahmood, Huizhen Yu, Martha White +1
Emphatic algorithms are temporal-difference learning algorithms that change their effective state distribution by selectively emphasizing and de-emphasizing their updates on differ…
An Empirical Evaluation of True Online TD(λ)
Harm van Seijen, A. Rupam Mahmood, Patrick M. Pilarski +1
The true online TD(λ) algorithm has recently been proposed (van Seijen and Sutton, 2014) as a universal replacement for the popular TD(λ) algorithm, in temporal-difference learning…
Temporal-Difference Networks
Richard S. Sutton, Brian Tanner
We introduce a generalization of temporal-difference (TD) learning to networks of interrelated predictions. Rather than relating a single prediction to itself at a later time, as i…