Censoring Representations with Multiple-Adversaries over Random Subspaces

Yusuke Iwasawa, Kotaro Nakayama, Yutaka Matsuo

Abstract: This paper improves the quality of the recently proposed adversarial feature leaning (AFL) approach for incorporating explicit constrains to representations, by introducing the concept of the {\em vulnerableness} of the adversary.