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neural tangent kernel

205 papers

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Also known as

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

Robustness in deep learning: The good (width), the bad (depth), and the ugly (initialization) NIPS 2022
A Neural Pre-Conditioning Active Learning Algorithm to Reduce Label Complexity NIPS 2022
Memorization and Optimization in Deep Neural Networks with Minimum Over-parameterization NIPS 2022
Identifying good directions to escape the NTK regime and efficiently learn low-degree plus sparse polynomials NIPS 2022
Generalization Properties of NAS under Activation and Skip Connection Search NIPS 2022
Disentangling the Predictive Variance of Deep Ensembles through the Neural Tangent Kernel NIPS 2022
Spectral Bias Outside the Training Set for Deep Networks in the Kernel Regime NIPS 2022
Non-Gaussian Tensor Programs NIPS 2022
Universality of empirical risk minimization COLT 2022
Finding Dynamics Preserving Adversarial Winning Tickets AISTATS 2022
Random Gegenbauer Features for Scalable Kernel Methods ICML 2022
Making Look-Ahead Active Learning Strategies Feasible with Neural Tangent Kernels NIPS 2022
Accelerated Linearized Laplace Approximation for Bayesian Deep Learning NIPS 2022
"Lossless" Compression of Deep Neural Networks: A High-dimensional Neural Tangent Kernel Approach NIPS 2022
Transition to Linearity of General Neural Networks with Directed Acyclic Graph Architecture NIPS 2022
Single Model Uncertainty Estimation via Stochastic Data Centering NIPS 2022
On the Spectral Bias of Convolutional Neural Tangent and Gaussian Process Kernels NIPS 2022
Evolution of Neural Tangent Kernels under Benign and Adversarial Training NIPS 2022
Efficient Dataset Distillation using Random Feature Approximation NIPS 2022
Understanding Square Loss in Training Overparametrized Neural Network Classifiers NIPS 2022
What Can the Neural Tangent Kernel Tell Us About Adversarial Robustness? NIPS 2022
Sample-Then-Optimize Batch Neural Thompson Sampling NIPS 2022
A Structured Dictionary Perspective on Implicit Neural Representations CVPR 2022
Expected Improvement for Contextual Bandits NIPS 2022
Fast Neural Kernel Embeddings for General Activations NIPS 2022