1. Explainable Machine Learning for Scientific Insights and Discoveries
2. Gradient descent finds global minima of deep neural networks;Du
3. Understanding Why Neural Networks Generalize Well Through GSNR of Parameters;Liu
4. Fine-grained analysis of optimization and generalization for overparameterized two-layer neural networks;Arora
5. On the number of inference´ regions of deep feed forward networks with piece-wise linear activations;Pascanu