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neural tangent kernel

205 papers

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NTK

Co-occurring keywords

neural network (6616) gradient descent (1143) kernel methods (1096) representation learning (6174) feature learning (1309) gaussian process (1198) generalization bound (649) training dynamics (113) kernel regression (86) deep learning theory (36)

Papers

On the Generalization Power of the Overfitted Three-Layer Neural Tangent Kernel Model NIPS 2022
Feature learning and random features in standard finite-width convolutional neural networks: An empirical study UAI 2022
What can linearized neural networks actually say about generalization? NIPS 2021
The Neural Tangent Link Between CNN Denoisers and Non-Local Filters CVPR 2021
Neural Active Learning with Performance Guarantees NIPS 2021
Out-of-Distribution Generalization in Kernel Regression NIPS 2021
On the Equivalence between Neural Network and Support Vector Machine NIPS 2021
Neural Tangent Generalization Attacks ICML 2021
Tight Bounds on the Smallest Eigenvalue of the Neural Tangent Kernel for Deep ReLU Networks ICML 2021
Do Wider Neural Networks Really Help Adversarial Robustness? NIPS 2021
Tensor Programs IV: Feature Learning in Infinite-Width Neural Networks ICML 2021
PHEW : Constructing Sparse Networks that Learn Fast and Generalize Well without Training Data ICML 2021
A Deep Conditioning Treatment of Neural Networks ALT 2021
Regularization Matters: A Nonparametric Perspective on Overparametrized Neural Network AISTATS 2021
Learning with invariances in random features and kernel models COLT 2021
On the Proof of Global Convergence of Gradient Descent for Deep ReLU Networks with Linear Widths ICML 2021
FL-NTK: A Neural Tangent Kernel-based Framework for Federated Learning Analysis ICML 2021
On the Random Conjugate Kernel and Neural Tangent Kernel ICML 2021
On the Implicit Bias of Initialization Shape: Beyond Infinitesimal Mirror Descent ICML 2021
Uniform Convergence, Adversarial Spheres and a Simple Remedy ICML 2021
Functional Regularization for Reinforcement Learning via Learned Fourier Features NIPS 2021
Tensor Programs IIb: Architectural Universality Of Neural Tangent Kernel Training Dynamics ICML 2021
Towards Understanding the Spectral Bias of Deep Learning IJCAI 2021
A Recipe for Global Convergence Guarantee in Deep Neural Networks AAAI 2021
Neural Tangent Kernel Maximum Mean Discrepancy NIPS 2021