Embracing the chaos: analysis and diagnosis of numerical instability in variational flows

Neural Information Processing Systems 

In this work, we treat variational flows as dynamical systems, and leverage shadowing theory to elucidate this behavior via theoretical guarantees on the error of sampling, density evaluation, and ELBO estimation.

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