kernel methods

Nearly Optimal Algorithms for Level Set Estimation AISTATS 2022 Neural Networks can Learn Representations with Gradient Descent COLT 2022 Non-Convex Optimization with Certificates and Fast Rates Through Kernel Sums of Squares COLT 2022 Nonstationary multi-output Gaussian processes via harmonizable spectral mixtures AISTATS 2022 Nystrom Regularization for Time Series Forecasting JMLR 2022 On global convergence of ResNets: From finite to infinite width using linear parameterization NeurIPS 2022 On Kernelized Multi-Armed Bandits with Constraints NeurIPS 2022 On the Benefits of Large Learning Rates for Kernel Methods COLT 2022 On the Spectral Bias of Convolutional Neural Tangent and Gaussian Process Kernels NeurIPS 2022 Random Gegenbauer Features for Scalable Kernel Methods ICML 2022 Random matrices in service of ML footprint: ternary random features with no performance loss ICLR 2022 Residual Similarity Based Conditional Independence Test and Its Application in Causal Discovery AAAI 2022 Reverse Engineering the Neural Tangent Kernel ICML 2022 Ridgeless Regression with Random Features IJCAI 2022 RKHS-SHAP: Shapley Values for Kernel Methods NeurIPS 2022 Self-Consistent Dynamical Field Theory of Kernel Evolution in Wide Neural Networks NeurIPS 2022 Sentiment Analysis on Code-Switched Dravidian Languages with Kernel Based Extreme Learning Machines ACL 2022 Sequential Multivariate Change Detection with Calibrated and Memoryless False Detection Rates AISTATS 2022 Sharp Analysis of Random Fourier Features in Classification AAAI 2022 Signature Moments to Characterize Laws of Stochastic Processes JMLR 2022 Simplified and unified analysis of various learning problems by reduction to Multiple-Instance Learning UAI 2022 Sketching Algorithms and Lower Bounds for Ridge Regression ICML 2022 Sobolev Transport: A Scalable Metric for Probability Measures with Graph Metrics AISTATS 2022 Source-Adaptive Discriminative Kernels based Network for Remote Sensing Pansharpening IJCAI 2022 Stability and Generalization of Kernel Clustering: from Single Kernel to Multiple Kernel NeurIPS 2022