Ramin Akbari

Obliviator Reveals the Cost of Nonlinear Guardedness in Concept Erasure

Concept erasure aims to remove unwanted attributes, such as social or demographic factors, from learned representations, while preserving their task-relevant utility. While the goal of concept erasure is protection against all adversaries, existing methods remain vulnerable to nonlinear ones. This v…