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Dipartimento di Scienze Matematiche, Politecnico di Torino, 10129 Turin, Italy
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LAGO offers a way to get the best of both worlds in optimization, combining the global search of Bayesian Optimization with the fast local convergence of trust region methods through an adaptive competition that avoids numerical instability.