| 2020 | AISTATS | On Generalization Bounds of a Family of Recurrent Neural Networks. | Minshuo Chen, Xingguo Li, Tuo Zhao |
| 2020 | ICLR | On Computation and Generalization of Generative Adversarial Imitation Learning. | Minshuo Chen, Yizhou Wang, Tianyi Liu, Zhuoran Yang, Xingguo Li, Zhaoran Wang, Tuo Zhao |
| 2019 | ACSSC | Sketching Dictionary Based Robust PCA in Large Matrices. | Xingguo Li, Jarvis D. Haupt |
| 2019 | AISTATS | On Constrained Nonconvex Stochastic Optimization: A Case Study for Generalized Eigenvalue Decomposition. | Zhehui Chen, Xingguo Li, Lin Yang, Jarvis D. Haupt, Tuo Zhao |
| 2019 | ICLR | NOODL: Provable Online Dictionary Learning and Sparse Coding. | Sirisha Rambhatla, Xingguo Li, Jarvis D. Haupt |
| 2019 | UAI | On Fast Convergence of Proximal Algorithms for SQRT-Lasso Optimization: Don't Worry About its Nonsmooth Loss Function. | Xingguo Li, Haoming Jiang, Jarvis D. Haupt, Raman Arora, Han Liu, Mingyi Hong, Tuo Zhao |
| 2018 | ICASSP | Robust PCA via Dictionary Based Outlier Pursuit. | Xingguo Li, Jineng Ren, Sirisha Rambhatla, Yangyang Xu, Jarvis D. Haupt |
| 2018 | ICML | Towards Black-box Iterative Machine Teaching. | Weiyang Liu, Bo Dai, Xingguo Li, Zhen Liu, James M. Rehg, Le Song |
| 2018 | ITA | Symmetry. Saddle Points, and Global Optimization Landscape of Nonconvex Matrix Factorization. | Xingguo Li, Jarvis D. Haupt, Junwei Lu, Zhaoran Wang, Raman Arora, Han Liu, Tuo Zhao |
| 2017 | ACSSC | Target-based hyperspectral demixing via generalized robust PCA. | Sirisha Rambhatla, Xingguo Li, Jarvis D. Haupt |
| 2016 | ACSSC | Robust PCA via tensor outlier pursuit. | Jineng Ren, Xingguo Li, Jarvis D. Haupt |
| 2016 | AISTATS | An Improved Convergence Analysis of Cyclic Block Coordinate Descent-type Methods for Strongly Convex Minimization. | Xingguo Li, Tuo Zhao, Raman Arora, Han Liu, Mingyi Hong |
| 2016 | ICML | Stochastic Variance Reduced Optimization for Nonconvex Sparse Learning. | Xingguo Li, Tuo Zhao, Raman Arora, Han Liu, Jarvis D. Haupt |
| 2015 | ICASSP | Outlier identification via randomized adaptive compressive sampling. | Xingguo Li, Jarvis D. Haupt |
| 2009 | GECCO | To create neuro-controlled game opponent from UCT-created data. | Fan Xie, Suoju He, Xiao Liu, Xingguo Li, Junping Du, Jiajian Yang, Yiwen Fu, Yang Chen, Junping Wang, Zhiqing Liu, Qiliang Zhu |