Derives closed-form posterior covariance for flow matching from divergence of velocity field, enabling post-hoc uncertainty on pre-trained models including one-step generators.
Simple and scalable predictive uncertainty estima- tion using deep ensembles.Advances in Neural Information Processing Systems, 30
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