Flow Matching with Uncertainty Quantification and Guidance

Juyeop Han, Lukas Lao Beyer, Sertac Karaman

Despite the remarkable success of sampling-based generative models such as flow matching, they can still produce samples of inconsistent or degraded quality. To assess sample relia…