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Kernel Methods

642 papers

Papers per year

9
23
20
31
19
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Papers

Self-Consistent Dynamical Field Theory of Kernel Evolution in Wide Neural Networks NIPS 2022
Personalized Online Federated Learning with Multiple Kernels NIPS 2022
Chefs' Random Tables: Non-Trigonometric Random Features NIPS 2022
Structural Kernel Search via Bayesian Optimization and Symbolical Optimal Transport NIPS 2022
Naming the Most Anomalous Cluster in Hilbert Space for Structures with Attribute Information AAAI 2022
How Good Are Low-Rank Approximations in Gaussian Process Regression? AAAI 2022
KerGNNs: Interpretable Graph Neural Networks with Graph Kernels AAAI 2022
Fast Graph Neural Tangent Kernel via Kronecker Sketching AAAI 2022
Sharp Analysis of Random Fourier Features in Classification AAAI 2022
Hypergraph Modeling via Spectral Embedding Connection: Hypergraph Cut, Weighted Kernel k-Means, and Heat Kernel AAAI 2022
Graph Filtration Kernels AAAI 2022
TransBoost: A Boosting-Tree Kernel Transfer Learning Algorithm for Improving Financial Inclusion AAAI 2022
Sentiment Analysis on Code-Switched Dravidian Languages with Kernel Based Extreme Learning Machines ACL 2022
Standardisation-function Kernel Stein Discrepancy: A Unifying View on Kernel Stein Discrepancy Tests for Goodness-of-fit AISTATS 2022
Measuring the robustness of Gaussian processes to kernel choice AISTATS 2022
Adversarially Robust Kernel Smoothing AISTATS 2022
Efficient Hyperparameter Tuning for Large Scale Kernel Ridge Regression AISTATS 2022
Sobolev Transport: A Scalable Metric for Probability Measures with Graph Metrics AISTATS 2022
The Fast Kernel Transform AISTATS 2022
Kernelized Few-Shot Object Detection With Efficient Integral Aggregation CVPR 2022
A Hierarchical Transitive-Aligned Graph Kernel for Un-attributed Graphs ICML 2022
Random Gegenbauer Features for Scalable Kernel Methods ICML 2022
Forward Operator Estimation in Generative Models with Kernel Transfer Operators ICML 2022
Robust Kernel Density Estimation with Median-of-Means principle ICML 2022
Meta-Learning Hypothesis Spaces for Sequential Decision-making ICML 2022