Minimum Width for Universal Approximation

16 Jun 2020Sejun ParkChulhee YunJaeho LeeJinwoo Shin

The universal approximation property of width-bounded networks has been studied as a dual of classical universal approximation results on depth-bounded networks. However, the critical width enabling the universal approximation has not been exactly characterized in terms of the input dimension $d_x$ and the output dimension $d_y$... (read more)

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