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05/20/2023
Stability, Generalization and Privacy: Precise Analysis for Random and NTK Features
Deep learning models can be vulnerable to recovery attacks, raising priv...
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02/03/2023
Beyond the Universal Law of Robustness: Sharper Laws for Random Features and Neural Tangent Kernels
Machine learning models are vulnerable to adversarial perturbations, and...
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05/20/2022
Memorization and Optimization in Deep Neural Networks with Minimum Over-parameterization
The Neural Tangent Kernel (NTK) has emerged as a powerful tool to provid...
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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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03/30/2022