Risk-Averse Inference-Time Diffusion Model Alignment with Finite-Sample Guarantees

Yuchen Liang, Xian Yu

Inference-time alignment steers diffusion models toward downstream objectives without costly fine-tuning, but existing methods typically optimize expected cost (or reward) without…