Pre or Post-Softmax Scores in Gradient-based Attribution Methods, What is Best?

06/22/2023

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by   Miguel Lerma, et al.

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Gradient based attribution methods for neural networks working as classifiers use gradients of network scores. Here we discuss the practical differences between using gradients of pre-softmax scores versus post-softmax scores, and their respective advantages and disadvantages.