Bo-Wen Song

Controllable and Constrained Sampling in Diffusion Models via Initial Noise Perturbation

This work observes an interesting phenomenon: the relationship between the change of generation outputs and the scale of initial noise perturbation is highly linear through the diffusion ODE sampling, and proposes a novel C ontrollable and C onstrained S ampling ( CCS) method, along with a new controller algorithm for...