most citedRate of Convergence of Polynomial Networks to Gaussian Processes

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

collaborators

2 papers

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.PR2021★ 2 cited

Rate of Convergence of Polynomial Networks to Gaussian Processes

Adam Klukowski

We examine one-hidden-layer neural networks with random weights. It is well-known that in the limit of infinitely many neurons they simplify to Gaussian processes. For networks wit…