Do Explanations Explain? Model Knows Best

Author:

Khakzar Ashkan1,Khorsandi Pedram1,Nobahari Rozhin2,Navab Nassir1

Affiliation:

1. Technical University of Munich,Germany

2. Mila, Quebec Artificial Intelligence Institute,Canada

Funder

Bundesministerium fur Bildung und Forschung

Publisher

IEEE

Reference41 articles.

1. Fine-grained neural network explanation by identifying input features with predictive information;zhang;Advances in neural information processing systems,2021

2. Top-Down Neural Attention by Excitation Backprop

3. Full-gradient representation for neural network visualization;srinivas;Technical Report,2019

4. Striving for simplicity: The all convolutional net;tobias springenberg;3rd International Conference on Learning Representations ICLR 2015 - Workshop Track Proceedings,2015

5. When explanations lie: Why many modified bp attributions fail;sixt;International Conference on Machine Learning,2020

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