169 citations · 253 across the 12 of their papers we have counts for
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cs.LG2022
SIReN-VAE: Leveraging Flows and Amortized Inference for Bayesian Networks
Jacobie Mouton, Steve Kroon
Initial work on variational autoencoders assumed independent latent variables with simple distributions. Subsequent work has explored incorporating more complex distributions and d…
cs.LG2022
Graphical Residual Flows
Jacobie Mouton, Steve Kroon
Graphical flows add further structure to normalizing flows by encoding non-trivial variable dependencies. Previous graphical flow models have focused primarily on a single flow dir…