SPADE: Sparsity-Guided Debugging for Deep Neural Networks.
Published in ICML 2024, 2024
We demonstrate that using a ‘trace’ of an input through a neural network, by using pruning methods to remove irrelevant connections, increases the accuracy of saliency attribution and the usefulness of neuron visualizations.