On QuickDraw, unsupervised expert routing in a sparse mixture-of-experts VAE reconstructs sketches better (MSE about 15.7 vs 16.6) than routing guided by the five class labels.
Mixture-of-Experts Variational Autoen- coder for clustering and generating from similarity-based representations on single cell data,
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Exploring Expert Specialization through Unsupervised Training in Sparse Mixture of Experts
On QuickDraw, unsupervised expert routing in a sparse mixture-of-experts VAE reconstructs sketches better (MSE about 15.7 vs 16.6) than routing guided by the five class labels.