| 2026 | AAAI | Improving Generalization in Offline Meta-Reinforcement Learning via Cross-task Contexts. | Hongcai He, Zetao Zheng, Anjie Zhu, Deqiang Ouyang, Jie Shao |
| 2026 | AAAI | MetaGameBO: Hierarchical Game-Theoretic Driven Robust Meta-Learning for Bayesian Optimization. | Hui Li, Huafeng Liu, Yiran Fu, Shuyang Lin, Baoxin Zhang, Deqiang Ouyang, Liping Jing, Jian Yu |
| 2025 | ICML | Learning Robust Neural Processes with Risk-Averse Stochastic Optimization. | Huafeng Liu, Yiran Fu, Liping Jing, Hui Li, Shuyang Lin, Jingyue Shi, Deqiang Ouyang, Jian Yu |
| 2021 | MMM | Language Person Search with Pair-Based Weighting Loss. | Peng Zhang, Deqiang Ouyang, Chunlin Jiang, Jie Shao |
| 2020 | DASFAA | MRMRP: Multi-source Review-Based Model for Rating Prediction. | Xiaochen Wang, Tingsong Xiao, Jie Tang, Deqiang Ouyang, Jie Shao |
| 2020 | IJCAI | Exploring Parameter Space with Structured Noise for Meta-Reinforcement Learning. | Hui Xu, Chong Zhang, Jiaxing Wang, Deqiang Ouyang, Yu Zheng, Jie Shao |
| 2018 | ICONIP | Impulsive Constraint Control of Coupled Neural Network Model with Actual Saturation. | Deqiang Ouyang, Tingwen Huang, Chuandong Li, Caiping Chen, Hongfei Li |
| 2018 | ICPR | Person Re-identification Using Two-Stage Convolutional Neural Network. | Yonghui Zhang, Jie Shao, Deqiang Ouyang, Heng Tao Shen |
| 2014 | ISNN | Consensus for Higher-Order Multi-agent Networks with External Disturbances. | Deqiang Ouyang, Haijun Jiang, Cheng Hu, Yingying Liu |