An exact closed-form posterior covariance for flow matching is derived from the divergence of the velocity field and is computable on any pre-trained model.
Simple and scalable predictive uncertainty estima- tion using deep ensembles.Advances in Neural Information Processing Systems, 30, 2017
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Divergence is Uncertainty: A Closed-Form Posterior Covariance for Flow Matching
An exact closed-form posterior covariance for flow matching is derived from the divergence of the velocity field and is computable on any pre-trained model.