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stat.ME2022★ 1 cited
Variance estimation for Sequential Monte Carlo Algorithms: a backward sampling approach
Yazid Janati El idrissi, Sylvain Le Corff, Yohan Petetin
In this paper, we consider the problem of online asymptotic variance estimation for particle filtering and smoothing. Current solutions for the particle filter rely on the particle…
stat.ML2022★ 1 cited
Diffusion bridges vector quantized Variational AutoEncoders
Max Cohen, Guillaume Quispe, Sylvain Le Corff +2
Vector Quantized-Variational AutoEncoders (VQ-VAE) are generative models based on discrete latent representations of the data, where inputs are mapped to a finite set of learned em…