On decision regions of narrow deep neural networksNeural Networks (NN), 2018 |
Exponential Convergence of the Deep Neural Network Approximation for
Analytic FunctionsScience China Mathematics (Sci China Math), 2018 |
Bounds on the Approximation Power of Feedforward Neural NetworksInternational Conference on Machine Learning (ICML), 2018 |
ResNet with one-neuron hidden layers is a Universal ApproximatorNeural Information Processing Systems (NeurIPS), 2018 |
Neural Networks Should Be Wide Enough to Learn Disconnected Decision
RegionsInternational Conference on Machine Learning (ICML), 2018 |
Optimization Landscape and Expressivity of Deep CNNsInternational Conference on Learning Representations (ICLR), 2017 Quynh N. Nguyen Matthias Hein |
Neural networks and rational functionsInternational Conference on Machine Learning (ICML), 2017 |
Why Deep Neural Networks for Function Approximation?International Conference on Learning Representations (ICLR), 2016 |