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04/07/2022
What You See is What You Get: Distributional Generalization for Algorithm Design in Deep Learning
We investigate and leverage a connection between Differential Privacy (D...
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02/10/2022
Understanding Rare Spurious Correlations in Neural Networks
Neural networks are known to use spurious correlations for classificatio...
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10/28/2021
TorchAudio: Building Blocks for Audio and Speech Processing
This document describes version 0.10 of torchaudio: building blocks for ...
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02/14/2021
Connecting Interpretability and Robustness in Decision Trees through Separation
Recent research has recognized interpretability and robustness as essent...
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11/17/2020
Close Category Generalization
Out-of-distribution generalization is a core challenge in machine learni...
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06/07/2019
Adversarial Examples for Non-Parametric Methods: Attacks, Defenses and Large Sample Limits
Adversarial examples have received a great deal of recent attention beca...
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02/05/2018