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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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2 results for “FFJORD”
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Modelscs.LG

FFJORD models generate complex distributions efficiently with unbiased density estimation.

problem Efficiently generating complex distributions with unbiased density estimation.
method FFJORD uses continuous-time invertible neural networks with Hutchinson's trace estimator for unbiased log-density estimation.
result FFJORD achieves state-of-the-art performance in high-dimensional density estimation, image generation, and variational inference.
FFJORDcontinuous-timeinvertible neural networksunbiased density estimationscalable generative models
2018-10-02abs ↗pdf ↗
Gaussianization Flowscs.LG

Gaussianization flows transform any random vector into a Gaussian, enabling efficient computation and sample generation.

problem Transforming any random vector into a Gaussian for efficient computation and sample generation.
method Iterative Gaussianization and normalizing flow model.
result Gaussianization flows are universal approximators and achieve better performance on tabular datasets.
Gaussianizationnormalizing flowstabular datauniversal approximatorsample generation
2020-03-04abs ↗pdf ↗