633 citations · 1.5k across the 68 of their papers we have counts for
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cs.LG2016★ 152 cited
Why Deep Neural Networks for Function Approximation?
Shiyu Liang, R. Srikant
Recently there has been much interest in understanding why deep neural networks are preferred to shallow networks. We show that, for a large class of piecewise smooth functions, th…
cs.LG2016★ 40 cited
Double Thompson Sampling for Dueling Bandits
Huasen Wu, Xin Liu
In this paper, we propose a Double Thompson Sampling (D-TS) algorithm for dueling bandit problems. As indicated by its name, D-TS selects both the first and the second candidates a…