Kernel Methods

Variance-Reducing Couplings for Random Features ICLR 2025 A Comprehensive Analysis on the Learning Curve in Kernel Ridge Regression NeurIPS 2024 A General Framework for the Analysis of Kernel-based Tests JMLR 2024 A Kernel Perspective on Distillation-based Collaborative Learning NeurIPS 2024 An Agnostic View on the Cost of Overfitting in (Kernel) Ridge Regression ICLR 2024 Convolutional Spectral Kernel Learning with Generalization Guarantees (Abstract Reprint) AAAI 2024 Debiased Collaborative Filtering with Kernel-Based Causal Balancing ICLR 2024 Dense Associative Memory Through the Lens of Random Features NeurIPS 2024 Differential Privacy in Scalable General Kernel Learning via K-means Nystr\"om Random Features NeurIPS 2024 Distributed Kernel-Driven Data Clustering JMLR 2024 Efficient Convex Algorithms for Universal Kernel Learning JMLR 2024 Evaluating Transferability in Retrieval Tasks: An Approach Using MMD and Kernel Methods CVPR 2024 Fast and Adversarial Robust Kernelized SDU Learning AISTATS 2024 Geometric Learning with Positively Decomposable Kernels JMLR 2024 Infinite-Dimensional Feature Interaction NeurIPS 2024 Inverse M-Kernels for Linear Universal Approximators of Non-Negative Functions NeurIPS 2024 Kernel-Based Differentiable Learning of Non-Parametric Directed Acyclic Graphical Models PGM 2024 Kernel-Based Function Approximation for Average Reward Reinforcement Learning: An Optimist No-Regret Algorithm NeurIPS 2024 Kernel Metric Learning for In-Sample Off-Policy Evaluation of Deterministic RL Policies ICLR 2024 Large-Scale Gaussian Processes via Alternating Projection AISTATS 2024 Learning Adaptive Kernels for Statistical Independence Tests AISTATS 2024 Learning to Embed Distributions via Maximum Kernel Entropy NeurIPS 2024 Limited Memory Online Gradient Descent for Kernelized Pairwise Learning with Dynamic Averaging AAAI 2024 Localisation of Regularised and Multiview Support Vector Machine Learning JMLR 2024 Low-Rank Kernel Tensor Learning for Incomplete Multi-View Clustering AAAI 2024