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09/06/2023
CoLA: Exploiting Compositional Structure for Automatic and Efficient Numerical Linear Algebra
Many areas of machine learning and science involve large linear algebra ...
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06/19/2023
Simple and Fast Group Robustness by Automatic Feature Reweighting
A major challenge to out-of-distribution generalization is reliance on s...
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04/28/2023
A Stable and Scalable Method for Solving Initial Value PDEs with Neural Networks
Unlike conventional grid and mesh based methods for solving partial diff...
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11/24/2022
PAC-Bayes Compression Bounds So Tight That They Can Explain Generalization
While there has been progress in developing non-vacuous generalization b...
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07/14/2022
Low-Precision Arithmetic for Fast Gaussian Processes
Low-precision arithmetic has had a transformative effect on the training...
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04/28/2022
On the Normalizing Constant of the Continuous Categorical Distribution
Probability distributions supported on the simplex enjoy a wide range of...
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02/12/2021
Bias-Free Scalable Gaussian Processes via Randomized Truncations
Scalable Gaussian Process methods are computationally attractive, yet in...
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12/19/2019