Gaussian Process Optimization with Adaptive Sketching: Scalable and No Regret

Daniele Calandriello, Luigi Carratino, Alessandro Lazaric +2

Gaussian processes (GP) are a well studied Bayesian approach for the optimization of black-box functions. Despite their effectiveness in simple problems, GP-based algorithms hardly…