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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.

168,657 papers · 148 categories

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2 results for “MD-GAN”

MD-GAN with multi-particle input: the machine learning of long-time molecular behavior from short-time MD dataphysics.chem-ph

MD-GAN learns long-time molecular behavior from short-time data with multi-particle input.

problem Accurately predicting long-time molecular dynamics from short-time data.

method Machine learning method (MD-GAN) that incorporates dynamics of multiple particles of molecules.

result Predicting diffusion with one-third of the training data length using multi-particle input.

MD-GAN machine learning molecular dynamics short-time data long-time behavior

2022-02-02abs ↗pdf ↗

MD-GAN: Multi-Discriminator Generative Adversarial Networks for Distributed Datasetscs.LG

A recent technical breakthrough in the domain of machine learning is the discovery and the multiple applications of Generative Adversarial Networks (GANs). Those generative models are computationally demanding, as a GAN is composed of two deep neural networks, and because it trains on large datasets. A GAN is generally…

2018-11-09abs ↗pdf ↗