687 citations · 3k across the 109 of their papers we have counts for
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cs.LG2016★ 18 cited
Online Contrastive Divergence with Generative Replay: Experience Replay without Storing Data
Decebal Constantin Mocanu, Maria Torres Vega, Eric Eaton +2
Conceived in the early 1990s, Experience Replay (ER) has been shown to be a successful mechanism to allow online learning algorithms to reuse past experiences. Traditionally, ER ca…
cs.AI2016
Bootstrapping with Models: Confidence Intervals for Off-Policy Evaluation
Josiah P. Hanna, Peter Stone, Scott Niekum
For an autonomous agent, executing a poor policy may be costly or even dangerous. For such agents, it is desirable to determine confidence interval lower bounds on the performance…