Showing 2026Show all
2 papers · 1 filter
math.ST2026
Robust Error Bounds for Vector-Valued Kernel Ridge Regression
Wenbin Wang, Colin N. Jones
While kernel-based learning methods for scalar-valued functions have been extensively studied, comparatively little work considers nonlinear vector-valued operators. Such operators…
cs.LG2026
Bayesian Optimization with Structured Measurements: A Vector-Valued RKHS Framework
Wenbin Wang, Colin N. Jones
Bayesian optimization (BO) is an efficient framework for optimizing expensive black-box functions. However, it is typically formulated as learning an end-to-end mapping from inputs…