VASR: Variance-Aware Systematic Resampling for Reward-Guided Diffusion

Shivanshu Shekhar, Sagnik Mukherjee, Jia Yi Zhang +1

Sequential Monte Carlo (SMC) samplers for reward-guided diffusion models often suffer from rapid lineage collapse: a few high-reward particles dominate the population within a hand…