| 2026 | AAAI | UCPO: A Universal Constrained Combinatorial Optimization Method via Preference Optimization. | Zhanhong Fang, Debing Wang, Jinbiao Chen, Jiahai Wang, Zizhen Zhang |
| 2026 | PPSN | Learning to Solve Complex Constrained Routing Problems with Feasibility-Guided Reward And Diversity-Guided Policy. | Yuanxu Yang, Zikang Yu, Jiahai Wang, Jieyi Bi, Jinbiao Chen, Zizhen Zhang |
| 2025 | ICLR | Rethinking Neural Multi-Objective Combinatorial Optimization via Neat Weight Embedding. | Jinbiao Chen, Zhiguang Cao, Jiahai Wang, Yaoxin Wu, Hanzhang Qin, Zizhen Zhang, Yue-Jiao Gong |
| 2025 | ICLR | Neural Multi-Objective Combinatorial Optimization via Graph-Image Multimodal Fusion. | Jinbiao Chen, Jiahai Wang, Zhiguang Cao, Yaoxin Wu |
| 2025 | ICML | BOPO: Neural Combinatorial Optimization via Best-anchored and Objective-guided Preference Optimization. | Zijun Liao, Jinbiao Chen, Debing Wang, Zizhen Zhang, Jiahai Wang |
| 2025 | IJCNN | Geometry-Guided Behavior Pattern Adaptation for Trajectory Prediction in Unseen Scenes. | Yaqun Cui, Meixiu Long, Jinbiao Chen, Jianpeng Zhou, Siyuan Chen, Jiahai Wang |
| 2024 | SMC | Learning Node-Pair Insertion for the Pickup and Delivery Problem with Time Windows. | Zhanhong Fang, Jinbiao Chen, Zizhen Zhang, Dawei Su |
| 2024 | SMC | A Discrete Diffusion-Based Approach for Solving Multi-Objective Traveling Salesman Problem. | Dawei Su, Zizhen Zhang, Jinbiao Chen, Zhanhong Fang |
| 2024 | SMC | Neural Model Embedded Heuristics for Robust Traveling Salesman Problem with Interval Uncertainty. | Pei Xiao, Zizhen Zhang, Jinbiao Chen, Jiahai Wang |
| 2022 | PPSN | Deep Reinforcement Learning with Two-Stage Training Strategy for Practical Electric Vehicle Routing Problem with Time Windows. | Jinbiao Chen, Huanhuan Huang, Zizhen Zhang, Jiahai Wang |
| 2022 | SMC | Weight-Specific-Decoder Attention Model to Solve Multiobjective Combinatorial Optimization Problems. | Te Ye, Zizhen Zhang, Jinbiao Chen, Jiahai Wang |
| 2022 | SMC | Solving Quadratic Traveling Salesman Problem with Deep Reinforcement Learning. | Hang Zhang, Zizhen Zhang, Jinbiao Chen, Jiahai Wang |
| 2010 | ICNC | Target recognition for marine search and rescue radar. | Shijun Ying, Jinbiao Chen, Chaojian Shi |