| 2025 | COLT | A Polynomial-time Algorithm for Online Sparse Linear Regression with Improved Regret Bound under Weaker Conditions. | Junfan Li, Shizhong Liao, Zenglin Xu, Liqiang Nie |
| 2024 | AAAI | Ahpatron: A New Budgeted Online Kernel Learning Machine with Tighter Mistake Bound. | Yun Liao, Junfan Li, Shizhong Liao, Qinghua Hu, Jianwu Dang |
| 2023 | AAAI | Improved Kernel Alignment Regret Bound for Online Kernel Learning. | Junfan Li, Shizhong Liao |
| 2023 | ICML | Nearly Optimal Algorithms with Sublinear Computational Complexity for Online Kernel Regression. | Junfan Li, Shizhong Liao |
| 2021 | AAAI | Regret Bounds for Online Kernel Selection in Continuous Kernel Space. | Xiao Zhang, Shizhong Liao, Jun Xu, Ji-Rong Wen |
| 2020 | IJCAI | Hypothesis Sketching for Online Kernel Selection in Continuous Kernel Space. | Xiao Zhang, Shizhong Liao |
| 2020 | ICTAI | A New Learning Algorithm with General Loss for Neural Networks with Random Weights. | Yunfei Yao, Junfan Li, Shizhong Liao |
| 2020 | ICTAI | A Kernel Perspective for the Decision Boundary of Deep Neural Networks. | Yifan Zhang, Shizhong Liao |
| 2019 | AAAI | Linear Kernel Tests via Empirical Likelihood for High-Dimensional Data. | Lizhong Ding, Zhi Liu, Yu Li, Shizhong Liao, Yong Liu, Peng Yang, Ge Yu, Ling Shao, Xin Gao |
| 2019 | AAAI | Approximate Kernel Selection with Strong Approximate Consistency. | Lizhong Ding, Yong Liu, Shizhong Liao, Yu Li, Peng Yang, Yijie Pan, Chao Huang, Ling Shao, Xin Gao |
| 2019 | CIKM | Online Kernel Selection via Tensor Sketching. | Shizhong Liao, Xiao Zhang |
| 2019 | CIKM | New Online Kernel Ridge Regression via Incremental Predictive Sampling. | Shan Xu, Xiao Zhang, Shizhong Liao |
| 2019 | ICML | Incremental Randomized Sketching for Online Kernel Learning. | Xiao Zhang, Shizhong Liao |
| 2019 | ICTAI | Online Kernel Selection via Grouped Adversarial Bandit Model. | Junfan Li, Shizhong Liao |
| 2019 | ICTAI | Learning Sparse Support Vector Machine with Relaxation and Rounding. | Xiangyu Tian, Shizhong Liao |
| 2018 | AAAI | Randomized Kernel Selection With Spectra of Multilevel Circulant Matrices. | Lizhong Ding, Shizhong Liao, Yong Liu, Peng Yang, Xin Gao |
| 2018 | ICPR | An Online Kernel Selection Wrapper via Multi-Armed Bandit Model. | Junfan Li, Shizhong Liao |
| 2018 | IJCAI | Fast Cross-Validation. | Yong Liu, Hailun Lin, Lizhong Ding, Weiping Wang, Shizhong Liao |
| 2018 | IJCAI | Online Kernel Selection via Incremental Sketched Kernel Alignment. | Xiao Zhang, Shizhong Liao |
| 2018 | ICPR | A Linear Incremental Nystrm Method for Online Kernel Learning. | Shan Xu, Xiao Zhang, Shizhong Liao |
| 2018 | KSEM | Improved Sublinear Primal-Dual Algorithm for Support Vector Machines. | Ming Gu, Shizhong Liao |
| 2018 | KSEM | Online Kernel Selection with Multiple Bandit Feedbacks in Random Feature Space. | Junfan Li, Shizhong Liao |
| 2017 | AAAI | Generalization Analysis for Ranking Using Integral Operator. | Yong Liu, Shizhong Liao, Hailun Lin, Yinliang Yue, Weiping Wang |
| 2017 | AAAI | Infinite Kernel Learning: Generalization Bounds and Algorithms. | Yong Liu, Shizhong Liao, Hailun Lin, Yinliang Yue, Weiping Wang |
| 2017 | ICONIP | Stochastic Online Kernel Selection with Instantaneous Loss in Random Feature Space. | Zhizhuo Han, Shizhong Liao |
| 2015 | AAAI | Eigenvalues Ratio for Kernel Selection of Kernel Methods. | Yong Liu, Shizhong Liao |
| 2015 | ICA3PP | Parallel Column Subset Selection of Kernel Matrix for Scaling up Support Vector Machines. | Jiangang Wu, Chang Feng, Peihuan Gao, Shizhong Liao |
| 2015 | IJCAI | Random Feature Mapping with Signed Circulant Matrix Projection. | Chang Feng, Qinghua Hu, Shizhong Liao |
| 2015 | KSEM | Accuracy-Preserving and Scalable Column-Based Low-Rank Matrix Approximation. | Jiangang Wu, Shizhong Liao |
| 2015 | PAKDD | Boosting via Approaching Optimal Margin Distribution. | Chuan Liu, Shizhong Liao |
| 2014 | CIKM | Model Selection with the Covering Number of the Ball of RKHS. | Lizhong Ding, Shizhong Liao |
| 2014 | ICML | Efficient Approximation of Cross-Validation for Kernel Methods using Bouligand Influence Function. | Yong Liu, Shali Jiang, Shizhong Liao |
| 2014 | ICTAI | Clustering Human Wrist Pulse Signals via Multiple Criteria Decision Making. | Bo Dong, Peihuan Gao, Hongwu Wang, Shizhong Liao |
| 2013 | CIKM | Eigenvalues perturbation of integral operator for kernel selection. | Yong Liu, Shali Jiang, Shizhong Liao |
| 2013 | ICMLC | Health identification of traditional Chinese medicine with tongue images. | Chang Feng, Shali Jiang, Hongwu Wang, Shizhong Liao |
| 2012 | ICNC | Sketch recognition via string kernel. | Shizhong Liao, Menghua Duan |
| 2012 | PAKDD | Nystrm Approximate Model Selection for LSSVM. | Lizhong Ding, Shizhong Liao |
| 2012 | PAKDD | An Explicit Description of the Extended Gaussian Kernel. | Yong Liu, Shizhong Liao |
| 2012 | PRICAI | Model Combination for Support Vector Regression via Regularization Path. | Mei Wang, Shizhong Liao |
| 2011 | CIKM | Learning kernels with upper bounds of leave-one-out error. | Yong Liu, Shizhong Liao, Yuexian Hou |
| 2011 | CIS | An Error Bound for Eigenvalues of Graph Laplacian with Bounded Kernel Function. | Yong Liu, Shizhong Liao |
| 2009 | ACML | Accurate Probabilistic Error Bound for Eigenvalues of Kernel Matrix. | Lei Jia, Shizhong Liao |
| 2009 | CIKM | Message family propagation for ising mean field based on iteration tree. | Yarui Chen, Shizhong Liao |
| 2009 | ICNC | Qualitative Motion Reasoning Based on Voronoi Diagram. | Xiaodong Wang, Shizhong Liao |
| 2009 | ICNC | Group Structure Influence on Group Lasso Consistency. | Mei Wang, Shizhong Liao |
| 2008 | ICNC | Hyperkernel Construction for Support Vector Machines. | Lei Jia, Shizhong Liao |
| 2008 | ISNN | Cluster Selection Based on Coupling for Gaussian Mean Fields. | Yarui Chen, Shizhong Liao |
| 2008 | ISNN | A Generic Diffusion Kernel for Semi-supervised Learning. | Lei Jia, Shizhong Liao |
| 2007 | PAKDD | Simultaneous Tuning of Hyperparameter and Parameter for Support Vector Machines. | Shizhong Liao, Lei Jia |