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06/08/2023
Gradient-Informed Quality Diversity for the Illumination of Discrete Spaces
Quality Diversity (QD) algorithms have been proposed to search for a lar...
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02/01/2022
Generalizing to New Physical Systems via Context-Informed Dynamics Model
Data-driven approaches to modeling physical systems fail to generalize t...
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07/21/2021
Differentiable Feature Selection, a Reparameterization Approach
We consider the task of feature selection for reconstruction which consi...
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10/09/2020
Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting
Forecasting complex dynamical phenomena in settings where only partial k...
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08/04/2020