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02/16/2023
A Generative Adversarial Network for Climate Tipping Point Discovery (TIP-GAN)
We propose a new Tipping Point Generative Adversarial Network (TIP-GAN) ...
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02/14/2023
Using Artificial Intelligence to aid Scientific Discovery of Climate Tipping Points
We propose a hybrid Artificial Intelligence (AI) climate modeling approa...
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01/30/2023
Benchmarking optimality of time series classification methods in distinguishing diffusions
Performance benchmarking is a crucial component of time series classific...
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01/20/2023
Accurate and efficient multiscale simulation of a heterogeneous elastic beam via computation on small sparse patches
Modern `smart' materials have complex microscale structure, often with u...
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07/12/2022
Unsupervised learning of observation functions in state-space models by nonparametric moment methods
We investigate the unsupervised learning of non-invertible observation f...
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06/21/2020