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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.

168,742 papers · 148 categories

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0111 · Sep 202119922001200920172026
1 result for “SOS-VAE”
Supervising the Decoder of Variational Autoencoders to Improve Scientific Utilitystat.ML

SOS-VAE improves generative models for scientific applications by correcting decoder bias.

problem Bias in generative parameters due to supervised learning in VAEs.
method Develops SOS-VAE framework to influence decoder for predictive latent representation.
result Ensures reliable generative parameters for scientific applications.
Variational AutoencoderSOS-VAEBias correctionScientific modelingLatent representation
2021-09-09abs ↗pdf ↗