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On the S-instability and degeneracy of discrete deep learning models

On the S-instability and degeneracy of discrete deep learning models

A probability model exhibits instability if small changes in a data outcome result in large, and often unanticipated, changes in probability. This instability is a property of the probability model, given by a distributional form and a given configuration of parameters. For correlated data structures found in several application areas, …