MCMC Variational Inference via Uncorrected Hamiltonian Annealing

NeurIPS (2021) Given an unnormalized target distribution we want to obtain approximate samples from it and a tight lower bound on its (log) normalization constant log Z. Annealed Importance Sampling (AIS) with Hamiltonian MCMC is a powerful method that can be used to do this. Its main drawback is th...

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Hauptverfasser: Geffner, Tomas, Domke, Justin
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Sprache:eng
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