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11/03/2022
Meta-PDE: Learning to Solve PDEs Quickly Without a Mesh
Partial differential equations (PDEs) are often computationally challeng...
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07/20/2020
Randomized Automatic Differentiation
The successes of deep learning, variational inference, and many other fi...
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05/13/2020
Learning Composable Energy Surrogates for PDE Order Reduction
Meta-materials are an important emerging class of engineered materials i...
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04/01/2020
SUMO: Unbiased Estimation of Log Marginal Probability for Latent Variable Models
Standard variational lower bounds used to train latent variable models p...
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05/16/2019
Efficient Optimization of Loops and Limits with Randomized Telescoping Sums
We consider optimization problems in which the objective requires an inn...
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05/23/2017