Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI

Won Jun Kim, Hyungjin Chung, Jaemin Kim +3

Gradient-based methods are a prototypical family of explainability techniques, especially for image-based models. Nonetheless, they have several shortcomings in that they (1) requi…