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Alignment-Invertibility Regularization for Explainable Neural Networks

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Deep learning has profoundly impacted society, yet the inherent nature of deep neural networks hinders further application to high-reliability industries. To demystify these black-boxes, numerous works attempt to improve the explainability by observing or impa... ...