The phase diagram of approximation rates for deep
          neural networks

         Dmitry Yarotsky                Anton Zhevnerchuk
  Skolkovo Institute of Science and Technology   Skolkovo Institute of Science and Technology
      d.yarotsky@skoltech.ru            Anton.Zhevnerchuk@skoltech.ru

                       Abstract
     We explore the phase diagram of approximation rates for deep neural networks
     and prove several new theoretical results. In particular, we generalize the exist ...