| 2025 | ICLR | Towards Domain Adaptive Neural Contextual Bandits. | Ziyan Wang, Xiaoming Huo, Hao Wang |
| 2024 | ICML | Universal Consistency of Wide and Deep ReLU Neural Networks and Minimax Optimal Convergence Rates for Kolmogorov-Donoho Optimal Function Classes. | Hyunouk Ko, Xiaoming Huo |
| 2023 | AISTATS | Improved Rate of First Order Algorithms for Entropic Optimal Transport. | Yiling Luo, Yiling Xie, Xiaoming Huo |
| 2023 | ICLR | Approximation and non-parametric estimation of functions over high-dimensional spheres via deep ReLU networks. | Namjoon Suh, Tian-Yi Zhou, Xiaoming Huo |
| 2023 | ICML | Conformalization of Sparse Generalized Linear Models. | Etash Kumar Guha, Eugne Ndiaye, Xiaoming Huo |
| 2022 | ICLR | A Non-Parametric Regression Viewpoint : Generalization of Overparametrized Deep RELU Network Under Noisy Observations. | Namjoon Suh, Hyunouk Ko, Xiaoming Huo |
| 2022 | ISIT | The Directional Bias Helps Stochastic Gradient Descent to Generalize in Kernel Regression Models. | Yiling Luo, Xiaoming Huo, Yajun Mei |
| 2022 | ISIT | Implicit Regularization Properties of Variance Reduced Stochastic Mirror Descent. | Yiling Luo, Xiaoming Huo, Yajun Mei |
| 2013 | ICIP | Image restoration via efficient Gaussian mixture model learning. | Jianzhou Feng, Li Song, Xiaoming Huo, Xiaokang Yang, Wenjun Zhang |
| 2013 | PAKDD | World Expo Problem and Its Mixed Integer Programming Based Solution. | Hongteng Xu, Dixin Luo, Xiaoming Huo, Xiaokang Yang |
| 2012 | ICDCS | FindingHuMo: Real-Time Tracking of Motion Trajectories from Anonymous Binary Sensing in Smart Environments. | Debraj De, Wen-Zhan Song, Mingsen Xu, Chengliang Wang, Diane J. Cook, Xiaoming Huo |
| 2012 | VCIP | New bounds on image denoising: Viewpoint of sparse representation and non-local averaging. | Jianzhou Feng, Li Song, Xiaoming Huo, Xiaokang Yang, Wenjun Zhang |
| 2011 | ICASSP | Learning sparse dictionaries with a popularity-based model. | Jianzhou Feng, Li Song, Xiaoming Huo, Xiaokang Yang, Wenjun Zhang |
| 2011 | IROS | Solving shortest path problems with curvature constraints using beamlets. | Oktay Arslan, Panagiotis Tsiotras, Xiaoming Huo |
| 2011 | IROS | Multi-scale LPA* with low worst-case complexity guarantees. | Yibiao Lu, Xiaoming Huo, Oktay Arslan, Panagiotis Tsiotras |
| 2010 | VCIP | Image denoising using local tangent space alignment. | Jianzhou Feng, Li Song, Xiaoming Huo, Xiaokang Yang, Wenjun Zhang |
| 2005 | ICASSP | Sparse representations for multiple measurement vectors (MMV) in an over-complete dictionary. | Jie Chen, Xiaoming Huo |
| 2004 | DCC | JBEAM: Coding Lines and Curves via Digital Beamlets. | Xiaoming Huo, Jihong Chen, David L. Donoho |
| 2004 | ICASSP | Detecting the presence of an inhomogeneous region in a homogeneous background: taking advantages of the underlying geometry via manifolds. | Xiaoming Huo, Jihong Chen |
| 2002 | ICASSP | Beamlet coder: A tree-based, hierarchical contour representation and coding method. | Jihong Chen, Xiaoming Huo |
| 2002 | ICASSP | Recovering filamentary objects in severely degraded binary images using beamlet-driven partitioning. | Xiaoming Huo, David L. Donoho |
| 1998 | ICASSP | A simple and robust modulation classification method via counting. | Xiaoming Huo, David L. Donoho |
| 1998 | ICIP | Stochastic Behavior of Inter-Drop Time in an M Frame Buffer Video Decoding Scenario. | Xiaoming Huo, Sam Liu |