cs.LG, stat.ME

Minimal Sufficient Representations for Self-interpretable Deep Neural Networks

arXiv:2603.24041v1 Announce Type: cross
Abstract: Deep neural networks (DNNs) achieve remarkable predictive performance but remain difficult to interpret, largely due to overparameterization that obscures the minimal structure required for interpretat…