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07/21/2023
Fast Adaptive Test-Time Defense with Robust Features
Adaptive test-time defenses are used to improve the robustness of deep n...
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07/05/2023
Kernels, Data Physics
Lecture notes from the course given by Professor Julia Kempe at the summ...
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06/12/2023
Unveiling the Hessian's Connection to the Decision Boundary
Understanding the properties of well-generalizing minima is at the heart...
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12/02/2022
Improved Representation Learning Through Tensorized Autoencoders
The central question in representation learning is what constitutes a go...
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10/18/2022
Representation Power of Graph Convolutions : Neural Tangent Kernel Analysis
The fundamental principle of Graph Neural Networks (GNNs) is to exploit ...
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10/08/2021
New Insights into Graph Convolutional Networks using Neural Tangent Kernels
Graph Convolutional Networks (GCNs) have emerged as powerful tools for l...
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10/06/2021