Obliviator Reveals the Cost of Nonlinear Guardedness in Concept Erasure

Ramin Akbari, Milad Afshari, Vishnu Naresh Boddeti

Concept erasure aims to remove unwanted attributes, such as social or demographic factors, from learned representations, while preserving their task-relevant utility. While the goa…