Ze-Rui Shao

Attributing HOW, Not Just WHICH: Counterfactual Response Trajectories for Diffusion Models

Diffusion models have achieved remarkable success in image generation, yet tracing their outputs to individual training examples remains challenging. Existing attribution methods often compress factor-specific effects into scalar responses, making distinct internal changes indistinguishable. This is particularly limiti...