FIVE is a VAE with an encoder-Jacobian-induced full covariance posterior that matches or improves test log-likelihood over diagonal and full-covariance baselines on MNIST and CIFAR10.
A stochastic estimator of the trace of the influence matrix for Laplacian smoothing splines
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Beyond Diagonal Covariance: Flexible Posterior VAEs via Free-Form Injective Flows
FIVE is a VAE with an encoder-Jacobian-induced full covariance posterior that matches or improves test log-likelihood over diagonal and full-covariance baselines on MNIST and CIFAR10.