Xiaokai Huo

Wide Neural Networks as Gaussian Processes: Lessons from Deep Equilibrium Models

Neural networks with wide layers have attracted significant attention due to their equivalence to Gaussian processes, enabling perfect fitting of training data while maintaining generalization performance, known as benign overfitting. However, existing results mainly focus on shallow or finite-depth…