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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.

168,695 papers · 148 categories

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2 results for “ExGAN”

ExGAN: Adversarial Generation of Extreme Samplescs.LG

ExGAN generates realistic extreme samples using GANs and EVT.

problem Generating realistic extreme scenarios for risk management.

method ExGAN combines GANs with EVT to model extreme tails of distributions.

result ExGAN efficiently generates extreme samples with constant time complexity.

ExGAN GANs Extreme Value Theory Extreme Samples Risk Management

2020-09-17abs ↗pdf ↗

Eye In-Painting with Exemplar Generative Adversarial Networkscs.CV

This paper introduces a novel approach to in-painting where the identity of the object to remove or change is preserved and accounted for at inference time: Exemplar GANs (ExGANs). ExGANs are a type of conditional GAN that utilize exemplar information to produce high-quality, personalized in painting results. We propos…

2017-12-11abs ↗pdf ↗