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Structured Stochastic Gradient MCMC: a hybrid VI and MCMC approach
Unfortunately, VI makes strong assumptions on both the factorization and functional form of the posterior.
Variational Beam Search for Novelty Detection
We consider the problem of online learning in the presence of sudden distribution shifts, which may be hard to detect and can lead to a slow but steady degradation in model performance.
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