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20232026
most citedWeighted Spectral Filters for Kernel Interpolation on Spheres: Estimates of Prediction Accuracy for Noisy Data

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stat.ML2026

Beyond Cross-Validation: Adaptive Parameter Selection for Kernel-Based Gradient Descents

Xiaotong Liu, Yunwen Lei, Xiangyu Chang +1

This paper proposes a novel parameter selection strategy for kernel-based gradient descent (KGD) algorithms, integrating bias-variance analysis with the splitting method. We introd…