2025 "kernel methods" Papers

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Faster Algorithms for Structured Linear and Kernel Support Vector Machines

Yuzhou Gu, Zhao Song, Lichen Zhang

ICLR 2025posterarXiv:2307.07735

Fast Summation of Radial Kernels via QMC Slicing

Johannes Hertrich, Tim Jahn, Michael Quellmalz

ICLR 2025posterarXiv:2410.01316

Generalization Bound of Gradient Flow through Training Trajectory and Data-dependent Kernel

Yilan Chen, Zhichao Wang, Wei Huang et al.

NeurIPS 2025posterarXiv:2506.11357

Inverse Methods for Missing Data Imputation

Hao Wang, zhengnan li, Zhichao Chen et al.

NeurIPS 2025poster

Learning Neural Networks with Distribution Shift: Efficiently Certifiable Guarantees

Gautam Chandrasekaran, Adam Klivans, Lin Lin Lee et al.

ICLR 2025posterarXiv:2502.16021

Matérn Kernels for Tunable Implicit Surface Reconstruction

Maximilian Weiherer, Bernhard Egger

ICLR 2025posterarXiv:2409.15466

ProKeR: A Kernel Perspective on Few-Shot Adaptation of Large Vision-Language Models

Yassir Bendou, Amine Ouasfi, Vincent Gripon et al.

CVPR 2025posterarXiv:2501.11175