4 citations · 4 across the 4 of their papers we have counts for
Showing 2026Show all
2 papers · 1 filter
cs.LG2026
Safe Bayesian Optimization for Uncertain Correlation Matrices in Linear Models of Co-Regionalization
Jannis Lübsen, Annika Eichler
This paper extends safety guarantees for multi-task Bayesian optimization with uncertain co-regionalization matrices from intrinsic co-regionalization models to linear models of co…
eess.SY2026
Robust Nonlinear System Identification in Reproducing Kernel Hilbert Spaces via Scenario Optimization
Jannis Lübsen, Annika Eichler
This paper proposes a method for constructing one-step prediction tubes for nonlinear systems using reproducing kernel Hilbert spaces. We approximate a bounded reproducing kernel H…