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09/22/2021
The CAMELS Multifield Dataset: Learning the Universe's Fundamental Parameters with Artificial Intelligence
We present the Cosmology and Astrophysics with MachinE Learning Simulati...
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03/22/2021
A Deep Learning Approach for Active Anomaly Detection of Extragalactic Transients
There is a shortage of multi-wavelength and spectroscopic followup capab...
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10/21/2020
Anomaly Detection for Multivariate Time Series of Exotic Supernovae
Supernovae mark the explosive deaths of stars and enrich the cosmos with...
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07/08/2020
Meta-Learning One-Class Classification with DeepSets: Application in the Milky Way
We explore in this paper the use of neural networks designed for point-c...
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07/03/2020
Dalek – a deep-learning emulator for TARDIS
Supernova spectral time series contain a wealth of information about the...
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10/17/2019
From Dark Matter to Galaxies with Convolutional Neural Networks
Cosmological simulations play an important role in the interpretation of...
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02/15/2019