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stat.ML2023
Resampling Gradients Vanish in Differentiable Sequential Monte Carlo Samplers
Johannes Zenn, Robert Bamler
Annealed Importance Sampling (AIS) moves particles along a Markov chain from a tractable initial distribution to an intractable target distribution. The recently proposed Different…
stat.ML2023
Trading Information between Latents in Hierarchical Variational Autoencoders
Tim Z. Xiao, Robert Bamler
Variational Autoencoders (VAEs) were originally motivated (Kingma & Welling, 2014) as probabilistic generative models in which one performs approximate Bayesian inference. The prop…