| 2024 | AAAI | Iterative Regularization with k-support Norm: An Important Complement to Sparse Recovery. | William de Vazelhes, Bhaskar Mukhoty, Xiao-Tong Yuan, Bin Gu |
| 2021 | CVPR | DeepACG: Co-Saliency Detection via Semantic-Aware Contrast Gromov-Wasserstein Distance. | Kaihua Zhang, Mingliang Dong, Bo Liu, Xiao-Tong Yuan, Qingshan Liu |
| 2021 | UAI | Task similarity aware meta learning: theory-inspired improvement on MAML. | Pan Zhou, Yingtian Zou, Xiao-Tong Yuan, Jiashi Feng, Caiming Xiong, Steven C. H. Hoi |
| 2020 | COLT | Nearly Non-Expansive Bounds for Mahalanobis Hard Thresholding. | Xiao-Tong Yuan, Ping Li |
| 2020 | ECCV | Meta-learning with Network Pruning. | Hongduan Tian, Bo Liu, Xiao-Tong Yuan, Qingshan Liu |
| 2020 | ICML | Hybrid Stochastic-Deterministic Minibatch Proximal Gradient: Less-Than-Single-Pass Optimization with Nearly Optimal Generalization. | Pan Zhou, Xiao-Tong Yuan |
| 2019 | AISTATS | Distributed Inexact Newton-type Pursuit for Non-convex Sparse Learning. | Bo Liu, Xiao-Tong Yuan, Lezi Wang, Qingshan Liu, Junzhou Huang, Dimitris N. Metaxas |
| 2019 | AISTATS | Faster First-Order Methods for Stochastic Non-Convex Optimization on Riemannian Manifolds. | Pan Zhou, Xiao-Tong Yuan, Jiashi Feng |
| 2018 | KDD | New Incremental Learning Algorithm for Semi-Supervised Support Vector Machine. | Bin Gu, Xiao-Tong Yuan, Songcan Chen, Heng Huang |
| 2017 | ICML | Dual Iterative Hard Thresholding: From Non-convex Sparse Minimization to Non-smooth Concave Maximization. | Bo Liu, Xiao-Tong Yuan, Lezi Wang, Qingshan Liu, Dimitris N. Metaxas |
| 2016 | AAAI | Decentralized Robust Subspace Clustering. | Bo Liu, Xiao-Tong Yuan, Yang Yu, Qingshan Liu, Dimitris N. Metaxas |
| 2016 | AAAI | Large-Scale Graph-Based Semi-Supervised Learning via Tree Laplacian Solver. | Yan-Ming Zhang, Xu-Yao Zhang, Xiao-Tong Yuan, Cheng-Lin Liu |
| 2016 | IJCAI | Efficient k-Support-Norm Regularized Minimization via Fully Corrective Frank-Wolfe Method. | Bo Liu, Xiao-Tong Yuan, Shaoting Zhang, Qingshan Liu, Dimitris N. Metaxas |
| 2015 | ICCV | Additive Nearest Neighbor Feature Maps. | Zhenzhen Wang, Xiao-Tong Yuan, Qingshan Liu, Shuicheng Yan |
| 2014 | CVPR | Newton Greedy Pursuit: A Quadratic Approximation Method for Sparsity-Constrained Optimization. | Xiao-Tong Yuan, Qingshan Liu |
| 2014 | ECCV | Sparse Additive Subspace Clustering. | Xiao-Tong Yuan, Ping Li |
| 2011 | ICCV | Multi-label visual classification with label exclusive context. | Xiangyu Chen, Xiao-Tong Yuan, Qiang Chen, Shuicheng Yan, Tat-Seng Chua |
| 2011 | ICIG | Supervised Sparse Patch Coding towards Misalignment-Robust Face Recognition. | Congyan Lang, Bin Cheng, Songhe Feng, Xiao-Tong Yuan |