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neural tangent kernel

297 papers

NTK

Papers

One-pass Stochastic Gradient Descent in overparametrized two-layer neural networks AISTATS 2021 On random kernels of residual architectures UAI 2021 On the Equivalence between Neural Network and Support Vector Machine NeurIPS 2021 On the Generalization Power of Overfitted Two-Layer Neural Tangent Kernel Models ICML 2021 On the Implicit Bias of Initialization Shape: Beyond Infinitesimal Mirror Descent ICML 2021 On the Neural Tangent Kernel of Deep Networks with Orthogonal Initialization IJCAI 2021 On the Proof of Global Convergence of Gradient Descent for Deep ReLU Networks with Linear Widths ICML 2021 On the Provable Generalization of Recurrent Neural Networks NeurIPS 2021 On the Random Conjugate Kernel and Neural Tangent Kernel ICML 2021 Optimal Rates for Averaged Stochastic Gradient Descent under Neural Tangent Kernel Regime ICLR 2021 Out-of-Distribution Generalization in Kernel Regression NeurIPS 2021 PHEW : Constructing Sparse Networks that Learn Fast and Generalize Well without Training Data ICML 2021 Regularization Matters: A Nonparametric Perspective on Overparametrized Neural Network AISTATS 2021 Scaling Neural Tangent Kernels via Sketching and Random Features NeurIPS 2021 Tensor Programs IIb: Architectural Universality Of Neural Tangent Kernel Training Dynamics ICML 2021 Tensor Programs IV: Feature Learning in Infinite-Width Neural Networks ICML 2021 The Neural Tangent Link Between CNN Denoisers and Non-Local Filters CVPR 2021 The Recurrent Neural Tangent Kernel ICLR 2021 Tight Bounds on the Smallest Eigenvalue of the Neural Tangent Kernel for Deep ReLU Networks ICML 2021 Tilting the playing field: Dynamical loss functions for machine learning ICML 2021 Towards Understanding the Spectral Bias of Deep Learning IJCAI 2021 Uniform Convergence, Adversarial Spheres and a Simple Remedy ICML 2021 What can linearized neural networks actually say about generalization? NeurIPS 2021 A Generalized Neural Tangent Kernel Analysis for Two-layer Neural Networks NeurIPS 2020 Associative Memory in Iterated Overparameterized Sigmoid Autoencoders ICML 2020