Minimal Sufficient Representations for Self-interpretable Deep Neural Networks

Zhiyao Tan, Liu Li, Huazhen Lin

Deep neural networks (DNNs) achieve remarkable predictive performance but remain difficult to interpret, largely due to overparameterization that obscures the minimal structure req…