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Institut de Mathématiques, École Polytechnique Fédérale de Lausanne, 1015 Lausanne, Switzerland
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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.