conftrace_

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89 papers

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RF

Co-occurring keywords

kernel methods (1097) kernel approximation (100) neural tangent kernel (205) neural network (6616) feature learning (1311) random feature approximation (13) double descent (52) stochastic gradient descent (1091) kernel regression (87) ridge regression (134)

Papers

Random Gegenbauer Features for Scalable Kernel Methods ICML 2022
Ridgeless Regression with Random Features IJCAI 2022
Hermite Polynomial Features for Private Data Generation ICML 2022
Universality of empirical risk minimization COLT 2022
Entropy Regularized Optimal Transport Independence Criterion AISTATS 2022
Statistical Optimality and Computational Efficiency of Nystrom Kernel PCA JMLR 2022
High-dimensional Asymptotics of Feature Learning: How One Gradient Step Improves the Representation NIPS 2022
Learning sparse features can lead to overfitting in neural networks NIPS 2022
Efficient learning of nonlinear prediction models with time-series privileged information NIPS 2022
Personalized Online Federated Learning with Multiple Kernels NIPS 2022
Feature learning and random features in standard finite-width convolutional neural networks: An empirical study UAI 2022
Kernel Continual Learning ICML 2021
Learning with invariances in random features and kernel models COLT 2021
DP-MERF: Differentially Private Mean Embeddings with RandomFeatures for Practical Privacy-preserving Data Generation AISTATS 2021
Latent variable modeling with random features AISTATS 2021
Exponential Convergence Rates of Classification Errors on Learning with SGD and Random Features AISTATS 2021
Fast Learning in Reproducing Kernel Krein Spaces via Signed Measures AISTATS 2021
One-Sketch-for-All: Non-linear Random Features from Compressed Linear Measurements AISTATS 2021
Scaling Neural Tangent Kernels via Sketching and Random Features NIPS 2021
Neural Splines: Fitting 3D Surfaces With Infinitely-Wide Neural Networks CVPR 2021
Compositional Modeling of Nonlinear Dynamical Systems with ODE-based Random Features NIPS 2021
Bayesian Nonparametric Space Partitions: A Survey IJCAI 2021
Analysis of one-hidden-layer neural networks via the resolvent method NIPS 2021
Reservoir Computing meets Recurrent Kernels and Structured Transforms NIPS 2020
Generalized Leverage Score Sampling for Neural Networks NIPS 2020