Task-Agnostic Amortized Inference of
        Gaussian Process Hyperparameters

         Sulin Liu, Xingyuan Sun, Peter J. Ramadge, Ryan P. Adams
                  Princeton University
            {sulinl, xs5, ramadge, rpa}@princeton.edu

                       Abstract
     Gaussian processes (GPs) are flexible priors for modeling functions. However,
     their success depends on the kernel accurately reflecting the properties of the data.
     One of the appeals of the GP framework is that the ...