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01/03/2023
Identifying Exoplanets with Deep Learning. V. Improved Light Curve Classification for TESS Full Frame Image Observations
The TESS mission produces a large amount of time series data, only a sma...
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05/13/2021
Causally-motivated Shortcut Removal Using Auxiliary Labels
Robustness to certain distribution shifts is a key requirement in many M...
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11/06/2020
Underspecification Presents Challenges for Credibility in Modern Machine Learning
ML models often exhibit unexpectedly poor behavior when they are deploye...
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07/16/2020
On Robustness and Transferability of Convolutional Neural Networks
Modern deep convolutional networks (CNNs) are often criticized for not g...
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10/16/2018
AutoGraph: Imperative-style Coding with Graph-based Performance
There is a perceived trade-off between machine learning code that is eas...
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09/25/2018
Tangent: Automatic differentiation using source-code transformation for dynamically typed array programming
The need to efficiently calculate first- and higher-order derivatives of...
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11/07/2017