Yeongmin Kim, Donghyeok Shin, Byeonghu Na, Minsang Park, Richard Lee Kim, and Il-Chul Moon, Lookahead Sample Reward Guidance for Test-Time Scaling of Diffusion Models, International Conference on Machine Learning (ICML 2026), Seoul, South Korea, Jul 6-11, 2026