2025
Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI
CVPR 2025poster
Gradient-based methods are a prototypical family of "explainability for AI" (XAI) techniques, especially for image-based models. However, they (1) require white-box access to models, (2) are vulnerable to adversarial attacks, and (3) produce attributions that lie off the image manifold, leading to e…