A VAE with a Beta-Bernoulli process (Indian Buffet Process) prior achieves better disentanglement and reconstruction than Gaussian-prior VAEs on several benchmarks and improves supervised clinical tasks when combined with labels.
Disentangling by factorising,
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Improving Disentangled Representation Learning with the Beta Bernoulli Process
A VAE with a Beta-Bernoulli process (Indian Buffet Process) prior achieves better disentanglement and reconstruction than Gaussian-prior VAEs on several benchmarks and improves supervised clinical tasks when combined with labels.