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11/30/2022
Predicting Properties of Quantum Systems with Conditional Generative Models
Machine learning has emerged recently as a powerful tool for predicting ...
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02/03/2022
Certifying Out-of-Domain Generalization for Blackbox Functions
Certifying the robustness of model performance under bounded data distri...
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09/21/2020
Optimal Provable Robustness of Quantum Classification via Quantum Hypothesis Testing
Quantum machine learning models have the potential to offer speedups and...
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03/19/2020
RAB: Provable Robustness Against Backdoor Attacks
Recent studies have shown that deep neural networks (DNNs) are vulnerabl...
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02/27/2020
Provable Robust Learning Based on Transformation-Specific Smoothing
As machine learning systems become pervasive, safeguarding their securit...
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10/08/2019