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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.

169,291 papers · 148 categories

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0111 · Jun 201719922001200920182026
1 result for “SGVI”
A Divergence Bound for Hybrids of MCMC and Variational Inference and an Application to Langevin Dynamics and SGVIcs.LG

This paper introduces a new method to interpolate between MCMC and variational inference.

problem The tradeoff between accuracy and efficiency in MCMC and variational inference methods.
method Derives a distribution over variational parameters to minimize divergence, and provides sampling methods.
result A new method that interpolates between MCMC and variational inference, improving efficiency.
inferencevariationalMCMCLangevin dynamicsSGVI
2017-06-20abs ↗pdf ↗