Representation learning for maximization of MI, nonlinear ICA and nonlinear subspaces with robust density ratio estimation

Hiroaki Sasaki, Takashi Takenouchi

Contrastive learning is a recent promising approach in unsupervised representation learning where a feature representation of data is learned by solving a pseudo classification pro…