Deep Sufficient Representation Learning via Mutual Information

Siming Zheng, Yuanyuan Lin, Jian Huang

We propose a mutual information-based sufficient representation learning (MSRL) approach, which uses the variational formulation of the mutual information and leverages the approxi…