262 citations · 867 across the 19 of their papers we have counts for
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cs.LG2021
Approximating Probability Distributions by ReLU Networks
Manuj Mukherjee, Aslan Tchamkerten, Mansoor Yousefi
How many neurons are needed to approximate a target probability distribution using a neural network with a given input distribution and approximation error? This paper examines thi…
cs.LG2018★ 5 cited
Bounds on the Approximation Power of Feedforward Neural Networks
Mohammad Mehrabi, Aslan Tchamkerten, Mansoor I. Yousefi
The approximation power of general feedforward neural networks with piecewise linear activation functions is investigated. First, lower bounds on the size of a network are establis…