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20212026
most citedRate of Convergence of Polynomial Networks to Gaussian Processes

2 citations · 2 across the 4 of their papers we have counts for

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stat.ML2023

Exact Count of Boundary Pieces of ReLU Classifiers: Towards the Proper Complexity Measure for Classification

Paweł Piwek, Adam Klukowski, Tianyang Hu

Classic learning theory suggests that proper regularization is the key to good generalization and robustness. In classification, current training schemes only target the complexity…

math.GT2023

Simple closed curves, non-kernel homology and Magnus embedding

Adam Klukowski

We consider the subspace of the homology of a covering space spanned by lifts of simple closed curves. Our main result is the existence of unbranched covers of surfaces where this…