| 2021 | KDD | Efficient Collaborative Filtering via Data Augmentation and Step-size Optimization. | Xuejun Liao, Patrick Koch, Shunping Huang, Yan Xu |
| 2017 | AAAI | Unsupervised Learning with Truncated Gaussian Graphical Models. | Qinliang Su, Xuejun Liao, Chunyuan Li, Zhe Gan, Lawrence Carin |
| 2016 | AISTATS | Variational Gaussian Copula Inference. | Shaobo Han, Xuejun Liao, David B. Dunson, Lawrence Carin |
| 2016 | ICML | Nonlinear Statistical Learning with Truncated Gaussian Graphical Models. | Qinliang Su, Xuejun Liao, Changyou Chen, Lawrence Carin |
| 2015 | IJCAI | Stick-Breaking Policy Learning in Dec-POMDPs. | Miao Liu, Christopher Amato, Xuejun Liao, Lawrence Carin, Jonathan P. How |
| 2014 | CVPR | Low-Cost Compressive Sensing for Color Video and Depth. | Xin Yuan, Patrick Llull, Xuejun Liao, Jianbo Yang, David J. Brady, Guillermo Sapiro, Lawrence Carin |
| 2013 | ICIP | Gaussian mixture model for video compressive sensing. | Jianbo Yang, Xin Yuan, Xuejun Liao, Patrick Llull, Guillermo Sapiro, David J. Brady, Lawrence Carin |
| 2013 | ICIP | Adaptive temporal compressive sensing for video. | Xin Yuan, Jianbo Yang, Patrick Llull, Xuejun Liao, Guillermo Sapiro, David J. Brady, Lawrence Carin |
| 2013 | IJCAI | Online Expectation Maximization for Reinforcement Learning in POMDPs. | Miao Liu, Xuejun Liao, Lawrence Carin |
| 2012 | ICML | Cross-Domain Multitask Learning with Latent Probit Models. | Shaobo Han, Xuejun Liao, Lawrence Carin |
| 2011 | ICASSP | Nonparametric Bayesian feature selection for multi-task learning. | Hui Li, Xuejun Liao, Lawrence Carin |
| 2011 | ICML | The Infinite Regionalized Policy Representation. | Miao Liu, Xuejun Liao, Lawrence Carin |
| 2009 | ICASSP | Active learning for semi-supervised multi-task learning. | Hui Li, Xuejun Liao, Lawrence Carin |
| 2007 | AAAI | Point-Based Policy Iteration. | Shihao Ji, Ronald Parr, Hui Li, Xuejun Liao, Lawrence Carin |
| 2007 | ICASSP | Learning Classifiers on a Partially Labeled Data Manifold. | Qiuhua Liu, Xuejun Liao, Lawrence Carin |
| 2007 | ICML | Quadratically gated mixture of experts for incomplete data classification. | Xuejun Liao, Hui Li, Lawrence Carin |
| 2006 | AAAI | Incremental Least Squares Policy Iteration for POMDPs. | Hui Li, Xuejun Liao, Lawrence Carin |
| 2006 | ICASSP | A Reward-Directed Bayesian Classifier. | Hui Li, Xuejun Liao, Lawrence Carin |
| 2006 | ICML | Region-based value iteration for partially observable Markov decision processes. | Hui Li, Xuejun Liao, Lawrence Carin |
| 2005 | ICML | Logistic regression with an auxiliary data source. | Xuejun Liao, Ya Xue, Lawrence Carin |
| 2005 | ICML | Incomplete-data classification using logistic regression. | David Williams, Xuejun Liao, Ya Xue, Lawrence Carin |
| 2004 | ICASSP | Adaptive multi-aspect target classification and detection with hidden Markov models. | Shihao Ji, Xuejun Liao, Lawrence Carin |
| 2004 | ICASSP | An M-ary KMP classifier for multi-aspect target classification. | Xuejun Liao, Hui Li, Balaji Krishnapuram |
| 2004 | ICASSP | Active selection of labeled data for target detection. | Yan Zhang, Xuejun Liao, Esther Dur, Lawrence Carin |
| 2003 | ICASSP | ICA with multiple quadratic constraints. | Xuejun Liao, Lawrence Carin |
| 2002 | ICASSP | ICA and PLS modeling for functional analysis and drug sensitivity for DNA microarray signals. | Xuejun Liao, Nilanjan Dasgupta, Simon M. Lin, Lawrence Carin |
| 2001 | ICASSP | Identification of ground targets from sequential HRR radar signatures. | Xuejun Liao, Paul Runkle, Yan Jiao, Lawrence Carin |