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04/06/2023
Reliable Learning for Test-time Attacks and Distribution Shift
Machine learning algorithms are often used in environments which are not...
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03/25/2023
Learning with Explanation Constraints
While supervised learning assumes the presence of labeled data, we may h...
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10/07/2022
Label Propagation with Weak Supervision
Semi-supervised learning and weakly supervised learning are important pa...
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05/17/2022
Sharp asymptotics on the compression of two-layer neural networks
In this paper, we study the compression of a target two-layer neural net...
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10/19/2020