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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,051 papers · 148 categories

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0111 · Jan 201919922001200920182026
1 result for “delta-VAEs”
Preventing Posterior Collapse with delta-VAEscs.LG

New method prevents posterior collapse in generative models.

problem Posterior collapse weakens generative model capacity or requires complex objectives.
method Proposes δδ-VAEs that constrain the posterior variational family to a minimum distance from the prior.
result Achieves state-of-the-art log-likelihood on CIFAR-10 and ImageNet 32x32.
posterior collapselatent variable modelsdelta-VAEsrepresentation learningslow feature analysis
2019-01-10abs ↗pdf ↗