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neural network approximation

31 papers

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Co-occurring keywords

function approximation (319) relu network (143) neural network (6616) approximation theory (77) deep neural network (1803) activation function (133) partial differential equation (222) value function (295) universal approximation (51) deep learning theory (36)

Papers

The phase diagram of approximation rates for deep neural networks NIPS 2020
A Finite-Time Analysis of Q-Learning with Neural Network Function Approximation ICML 2020
Depth Separations in Neural Networks: What is Actually Being Separated? COLT 2019
Efficient Approximation of Deep ReLU Networks for Functions on Low Dimensional Manifolds NIPS 2019
SIMON: A Simple and Scalable Method for Sensing, Inference and Measurement in Data Center Networks NSDI 2019
A Two-Step Computation of the Exact GAN Wasserstein Distance ICML 2018