Bohan Wang, Qi Meng, Wei Chen, Tie-Yan Liu, On the Implicit Regularization for Adaptive Optimization Algorithms on Homogeneous Neural Networks. In the Thirty-eighth International Conference on Machine Learning (ICML), 2021
Shuxin Zheng, Qi Meng, Huishuai Zhang, Wei Chen, and Tie-Yan Liu, Capacity Control of ReLU Neural Networks by Basis-path Norm, In Proceedings of the 33rd International Association for the Advancement of Artificial Intelligence Conference (AAAI), 2019.
Qi Meng, Shiqi Gong, Weitao Du, Huishuai Zhang, Wei Chen, Zhiming Ma, Tie-Yan Liu, Dynamic of Stochastic Gradient Descent with State-dependent Noise. arXiv:2006.13719 (opens in new tab)
