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Benign overfitting in leaky ReLU networks with moderate input dimension
Arxiv
0+阅读 · 10月2日
Multilevel Picard approximations and deep neural networks with ReLU, leaky ReLU, and softplus activation overcome the curse of dimensionality when approximating semilinear parabolic partial differential equations in $L^p$-sense
Arxiv
0+阅读 · 9月30日
Benign overfitting in leaky ReLU networks with moderate input dimension
Arxiv
0+阅读 · 7月9日
Deep neural networks with ReLU, leaky ReLU, and softplus activation provably overcome the curse of dimensionality for space-time solutions of semilinear partial differential equations
Arxiv
0+阅读 · 6月16日
Efficient Quantum Circuits for Machine Learning Activation Functions including Constant T-depth ReLU
Arxiv
0+阅读 · 4月9日
Benign overfitting in leaky ReLU networks with moderate input dimension
Arxiv
0+阅读 · 3月11日
Implicit Bias of Gradient Descent for Two-layer ReLU and Leaky ReLU Networks on Nearly-orthogonal Data
Arxiv
0+阅读 · 2023年10月29日
Deep neural networks with ReLU, leaky ReLU, and softplus activation provably overcome the curse of dimensionality for Kolmogorov partial differential equations with Lipschitz nonlinearities in the $L^p$-sense
Arxiv
0+阅读 · 2023年9月24日
Benign Overfitting in Linear Classifiers and Leaky ReLU Networks from KKT Conditions for Margin Maximization
Arxiv
0+阅读 · 2023年3月2日
Implicit Bias in Leaky ReLU Networks Trained on High-Dimensional Data
Arxiv
0+阅读 · 2022年10月13日
One Simple Trick to Fix Your Bayesian Neural Network
Arxiv
0+阅读 · 2022年7月26日
Landscape analysis for shallow neural networks: complete classification of critical points for affine target functions
Arxiv
0+阅读 · 2022年7月6日
Convergence of Deep Neural Networks with General Activation Functions and Pooling
Arxiv
0+阅读 · 2022年5月13日
An Inexact Augmented Lagrangian Algorithm for Training Leaky ReLU Neural Network with Group Sparsity
Arxiv
0+阅读 · 2022年5月11日
Learning Convolutional Neural Networks in the Frequency Domain
Arxiv
0+阅读 · 2022年4月22日
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