| 2025 | ICLR | Unlocking Global Optimality in Bilevel Optimization: A Pilot Study. | Quan Xiao, Tianyi Chen |
| 2025 | ICML | Efficient First-Order Optimization on the Pareto Set for Multi-Objective Learning under Preference Guidance. | Lisha Chen, Quan Xiao, Ellen Hidemi Fukuda, Xinyi Chen, Kun Yuan, Tianyi Chen |
| 2025 | ICML | A First-order Generative Bilevel Optimization Framework for Diffusion Models. | Quan Xiao, Hui Yuan, A F M Saif, Gaowen Liu, Ramana Rao Kompella, Mengdi Wang, Tianyi Chen |
| 2025 | UAI | The Consistency Hypothesis in Uncertainty Quantification for Large Language Models. | Quan Xiao, Debarun Bhattacharjya, Balaji Ganesan, Radu Marinescu, Katsiaryna Mirylenka, Nhan H. Pham, Michael R. Glass, Junkyu Lee |
| 2023 | AISTATS | Alternating Projected SGD for Equality-constrained Bilevel Optimization. | Quan Xiao, Han Shen, Wotao Yin, Tianyi Chen |
| 2022 | AISTATS | A Single-Timescale Method for Stochastic Bilevel Optimization. | Tianyi Chen, Yuejiao Sun, Quan Xiao, Wotao Yin |
| 2022 | ICASSP | Federated Multi-Armed Bandit Via Uncoordinated Exploration. | Zirui Yan, Quan Xiao, Tianyi Chen, Ali Tajer |
| 2022 | ICML | Sharp-MAML: Sharpness-Aware Model-Agnostic Meta Learning. | Momin Abbas, Quan Xiao, Lisha Chen, Pin-Yu Chen, Tianyi Chen |
| 2020 | WACV | Image denoising via K-SVD with primal-dual active set algorithm. | Quan Xiao, Canhong Wen, Zirui Yan |
| 2016 | ICNC | Two-sided matching based on intuitionistic fuzzy sets and matching aspirations. | Qi Yue, Qinxizi Huang, Yingli Qin, Quan Xiao, Yongshan Peng, Bingwen Yu |
| 2014 | ICPR | 3D Face Reconstruction via Feature Point Depth Estimation and Shape Deformation. | Quan Xiao, Lihua Han, Peizhong Liu |
| 2014 | ICPR | Real-Time Tracking via Deformable Structure Regression Learning. | Xian Yang, Quan Xiao, Shoujue Wang, Peizhong Liu |