Kernel Methods

Learning with convolution and pooling operations in kernel methods NeurIPS 2022 Log-Linear-Time Gaussian Processes Using Binary Tree Kernels NeurIPS 2022 Measuring the robustness of Gaussian processes to kernel choice AISTATS 2022 Meta-Learning Hypothesis Spaces for Sequential Decision-making ICML 2022 Naming the Most Anomalous Cluster in Hilbert Space for Structures with Attribute Information AAAI 2022 On the Benefits of Large Learning Rates for Kernel Methods COLT 2022 Optimal Rates for Regularized Conditional Mean Embedding Learning NeurIPS 2022 Personalized Online Federated Learning with Multiple Kernels NeurIPS 2022 Random Gegenbauer Features for Scalable Kernel Methods ICML 2022 Randomized Sketches for Clustering: Fast and Optimal Kernel k-Means NeurIPS 2022 Random matrices in service of ML footprint: ternary random features with no performance loss ICLR 2022 Reverse Engineering the Neural Tangent Kernel ICML 2022 Robust Kernel Density Estimation with Median-of-Means principle ICML 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 Sharp Analysis of Random Fourier Features in Classification AAAI 2022 Signature Moments to Characterize Laws of Stochastic Processes JMLR 2022 SignRFF: Sign Random Fourier Features NeurIPS 2022 Sobolev Transport: A Scalable Metric for Probability Measures with Graph Metrics AISTATS 2022 Spectral Bias Outside the Training Set for Deep Networks in the Kernel Regime NeurIPS 2022 Standardisation-function Kernel Stein Discrepancy: A Unifying View on Kernel Stein Discrepancy Tests for Goodness-of-fit AISTATS 2022 Statistical Optimality and Computational Efficiency of Nystrom Kernel PCA JMLR 2022 Structural Kernel Search via Bayesian Optimization and Symbolical Optimal Transport NeurIPS 2022 Target alignment in truncated kernel ridge regression NeurIPS 2022 Template based Graph Neural Network with Optimal Transport Distances NeurIPS 2022