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deep learning theory

36 papers

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neural tangent kernel (205) neural network (6616) relu network (143) neural network optimization (1293) deep learning (2111) deep network (152) network depth (29) representation learning (6174) gaussian process (1198) generalization bound (649)

Papers

Traces of Class/Cross-Class Structure Pervade Deep Learning Spectra JMLR 2020
Dynamics of Deep Neural Networks and Neural Tangent Hierarchy ICML 2020
The phase diagram of approximation rates for deep neural networks NIPS 2020
Universal Approximation with Deep Narrow Networks COLT 2020
On the training dynamics of deep networks with $L_2$ regularization NIPS 2020
Neural Path Features and Neural Path Kernel : Understanding the role of gates in deep learning NIPS 2020
Generalized Leverage Score Sampling for Neural Networks NIPS 2020
On Correctness of Automatic Differentiation for Non-Differentiable Functions NIPS 2020
Sharp Representation Theorems for ReLU Networks with Precise Dependence on Depth NIPS 2020
Efficient Approximation of Deep ReLU Networks for Functions on Low Dimensional Manifolds NIPS 2019
On Connected Sublevel Sets in Deep Learning ICML 2019