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cs.LG2026
No-Regret Bayesian Optimization with Finite-Library Input-Warped Kernels
Edvin Ketabati Augustinsson, Robert A. Bridges
Gaussian-process Bayesian optimization (GP-BO) excels at black-box optimization of costly functions, e.g., hyperparameter optimization (HPO) and multi-agent system (MAS) design. Co…
cs.LG2026
A Nonlinear Singular Value Theory for Neural Networks
Brian Charles Brown, Mauricio Munoz, Robert Bridges +2
Recently Brown et al. [2025] established a singular value decomposition (SVD) for maps (especially nonlinear) satisfying certain norm conditions. We prove that most modern neural a…