Kernel Methods

Adaptive Distributed Kernel Ridge Regression: A Feasible Distributed Learning Scheme for Data Silos JMLR 2025 A Robust Kernel Statistical Test of Invariance: Detecting Subtle Asymmetries AISTATS 2025 AxlePro: Momentum-Accelerated Batched Training of Kernel Machines AISTATS 2025 Biological Sequence Kernels with Guaranteed Flexibility JMLR 2025 Bridging the Gap Between Hyperdimensional Computing and Kernel Methods via the Nyström Method AAAI 2025 Collaborative non-parametric two-sample testing AISTATS 2025 Conditional Kernel Imitation Learning for Continuous State Environments L4DC 2025 Coreset Spectral Clustering ICLR 2025 Credal Two-Sample Tests of Epistemic Uncertainty AISTATS 2025 DeMo: Deep Motion Field Consensus with Learnable Kernels for Two-view Correspondence Learning AAAI 2025 Density Ratio-based Proxy Causal Learning Without Density Ratios AISTATS 2025 DPO Kernels: A Semantically-Aware, Kernel-Enhanced, and Divergence-Rich Paradigm for Direct Preference Optimization ACL 2025 Dynamic Maintenance of Kernel Density Estimation Data Structure: From Practice to Theory UAI 2025 Efficient Numerical Integration in Reproducing Kernel Hilbert Spaces via Leverage Scores Sampling JMLR 2025 Estimating the Spectral Moments of the Kernel Integral Operator from Finite Sample Matrices AISTATS 2025 Fast Second-Order Online Kernel Learning Through Incremental Matrix Sketching and Decomposition IJCAI 2025 Fast Summation of Radial Kernels via QMC Slicing ICLR 2025 Incremental Nyström-based Multiple Kernel Clustering AAAI 2025 Infinite-dimensional Mahalanobis Distance with Applications to Kernelized Novelty Detection JMLR 2025 Information-Based Exploration via Random Features for Reinforcement Learning ACML 2025 Kernel-Based Enhanced Oversampling Method for Imbalanced Classification ACML 2025 Kernel-based L_2-Boosting with Structure Constraints JMLR 2025 Kernel-Based Optimal Control: An Infinitesimal Generator Approach L4DC 2025 Kernel Single Proxy Control for Deterministic Confounding AISTATS 2025 KOALA: Kernel Coupling and Element Imputation Induced Multi-View Clustering AAAI 2025