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20202026
most citedUsing Semantic Information for Defining and Detecting OOD Inputs

4 citations · 19 across the 16 of their papers we have counts for

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cs.LG2022

Concentration inequalities and optimal number of layers for stochastic deep neural networks

Michele Caprio, Sayan Mukherjee

We state concentration inequalities for the output of the hidden layers of a stochastic deep neural network (SDNN), as well as for the output of the whole SDNN. These results allow…

math.ST2022

Refined Pinsker's and reverse Pinsker's inequalities for probability distributions of different dimensions

Michele Caprio

We provide optimal lower and upper bounds for the augmented Kullback-Leibler divergence in terms of the augmented total variation distance between two probability measures defined…