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发表学术论著200余篇，近年代表工作： CCF-A类论文 [1]. Rui Cao, Zhiguang Cao, Yihan Huang, Jiaqi Wang, Yuan Jiang*, Yubin Xiao*, You Zhou*. Learning to Handle Constrained Routing Problems From a Decoupling Perspective. KDD 2026.-硕士生一作 [2]. Zekuan Shang, Liupu Wang, Wei Du, Peng Zhao, Yuanshu Li, Yubin Xiao*, Xuan Wu*, You Zhou*. SpaEF: A Large Model-Powered Framework for Element-Wise Denoising of Spatially Resolved Transcriptomics Data. ICML 2026.-硕士生一作 [3]. Yuanshu Li, Di Wang, Wei Du, Xuan Wu, Peng Zhao, Yubin Xiao*, You Zhou*. Efficient Few-Step Solution Generation via Discrete Flow Matching for Combinatorial Optimization. Proceedings of the AAAI Conference on Artificial Intelligence, 2026.-博士生一作 [4]. Hang Gao, Zuosong Cai, YUZELI, Cheng Liu, Gaoyang Li, Ying Li, Wei Du, You Zhou. Learning whom to Align With: Progressive Anomaly Combination Detection for Partially View-Aligned Clustering. Proceedings of the AAAI Conference on Artificial Intelligence, 2026.-博士生一作 [5]. Jiaqi Wang, Zhiguang Cao, Peng Zhao, Rui Cao, Yubin Xiao, Yuan Jiang*, You Zhou*. Learning Memory-Enhanced Improvement Heuristics for Flexible Job Shop Scheduling. NeurIPS 2025 -硕士生一作 [6]. Peng Zhao, Zhiguang Cao, Di Wang, Wen Song, Wei Pang, You Zhou*, Yuan Jiang*. Visual-Enhanced Multimodal Framework for Flexible Job Shop Scheduling Problem. in Proceedings of ACM International Conference on Multimedia, 2025, 2496–2505.-博士生一作 [7]. Yubin Xiao, Yuesong Wu, Rui Cao, Di Wang, Zhiguang Cao, Xuan Wu, Peng Zhao, Yuanshu Li, You Zhou*, Yuan Jiang*. DGL: Dynamic Global-Local Information Aggregation for Scalable VRP Generalization with Self-Improvement Learning. in Proceedings of International Joint Conferences on Artificial Intelligence Organization, 2025, 8669--8677. -博士生一作 [8]. Xuan Wu, Di Wang, Chunguo Wu, Lijie Wen, Chunyan Miao, Yubin Xiao*, You Zhou*. Efficient Heuristics Generation for Solving Combinatorial Optimization Problems Using Large Language Models. In Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V. 2, 2025, 3228-3239.-博士生一作 [9]. Wenhao Song, Xuan Wu, Bo Yang, You Zhou*, Yubin Xiao, Yanchun Liang, Hongwei Ge, Heow Pueh Lee, Chunguo Wu*. Towards Efficient Few-shot Graph Neural Architecture Search via Partitioning Gradient Contribution, In Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V. 2, 2025, 2609-2620. -硕士生一作 [10]. Peng Zhao, You Zhou*, Di Wang, Zhiguang Cao, Yubin Xiao, Xuan Wu, Yuanshu Li, Hongjia Liu, Wei Du, Yuan Jiang*, and Liupu Wang*. Dual Operation Aggregation Graph Neural Networks for Solving Flexible Job-Shop Scheduling Problem with Reinforcement Learning. Proceedings of the ACM Web Conference, 2025, 4089-4100. -博士生一作 [11]. Mingzhao Wang, You Zhou*, Zhiguang Cao, Yubin Xiao, Xuan Wu, Wei Pang, Yuan Jiang, Hui Yang, Peng Zhao, Yuanshu Li. An Efficient Diffusion-based Non-Autoregressive Solver for Traveling Salesman Problem. Proceedings of the 31th ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.1, 2025, 1469-1480. -硕士生一作 [12]. Yubin Xiao, Di Wang, Boyang Li, Mingzhao Wang, Xuan Wu, Changliang Zhou, and You Zhou*. Distilling Autoregressive Models to Obtain High-Performance Non-Autoregressive Solvers for Vehicle Routing Problems with Faster Inference Speed. Proceedings of the AAAI Conference on Artificial Intelligence, 2024. 38(18), 20274-20283. -博士生一作 CCF-B类和中科院1区论文 [1]. Xuan Wu, Di Wang, Chunguo Wu, Kaifang Qi, Chunyan Miao, Yubin Xiao*, Jian Zhang*, You Zhou*. Efficient Neural Combinatorial Optimization Solver for the Min-max Heterogeneous Capacitated Vehicle Routing Problem, Expert Systems with Applications 2026.-博士生一作 [2]. Yubin Xiao, Di Wang, Rui Cao, Xuan Wu*, Boyang Li, You Zhou*. GELD: A Unified Neural Model for Efficiently Solving Traveling Salesman Problems across Different Scales, Pattern Recognition, 2025.-博士生一作 [3]. Hang Gao, Zuosong Cai, Tao Liang, Cheng Liu, Ying Li;, You Zhou, Cross-View Discrepancy-Driven Dynamic Weighting for Missing View Completion in Incomplete Multi-View Clustering, Neural Networks, 2026, 108211. -博士生一作 [4]. Hang Gao, Cheng Liu, Hongming Sun, Gaoyang Li, Ying Li, You Zhou, Wei Du. Incomplete multi-view clustering with cross-view generation via pre-trained transformer. Pattern Recognition, 171, 112166, 2026.-博士生一作 [5]. Minyan Chi, Wei Pang, Xuan Wu, Peng Zhao, YuanShu Li, Tianfang Wang, Junjie Qian, Yubin Xiao*, Liupu Wang*, You Zhou*. A generalized neural solver based on LLM-guided heuristic evoluation framework for solving diverse variants of vehicle routing problems Expert Systems with Applications. 2026, V296, 128876 -硕士生一作 [6]. Dapeng Wang, Wei Pang, Zheng Cao, Lei Song, Liying An, Xuan Wu, Peng Zhao, Liupu Wang*, You Zhou*. A Lightweight model LGCSPNet for Sitting Posture Risk Management Applications, Expert Systems with Applications. 2025, V291, 128486. -硕士生一作 [7]. Yubin Xiao, Di Wang, Xuan Wu*, Yuesong Wu, Boyang Li, Wei Du, Liupu Wang, and You Zhou*. Improving generalization of neural vehicle routing problem solvers through the lens of model architecture. Neural Networks, 2025, 187 107380. -博士生一作 [8]. Yubin Xiao, Di Wang, Boyang Li, Huanhuan Chen, Wei Pang, Xuan Wu, Hao Li, Dong Xu, Yanchun Liang, You Zhou*. Reinforcement Learning-Based Nonautoregressive Solver for Traveling Salesman Problems. IEEE Transactions on Neural Networks and Learning Systems. 2024, 36(7): 13402-13416.-博士生一作 [9]. Muhammad Hassan, Yan Wang, Di Wang, Wei Pang, Daixi Li, You Zhou*, Dong Xu*, Sami ur-Rahman, Amin ur Rahman, Ahmed Ameen Fateh, Peiwu Qin. Deep learning model for human-intuitive shoeprint reconstruction. Expert Systems with Applications. 2024, 249: 123704. -博士生一作 [10]. Xuan Wu, Di Wang, Huanhuan Chen, Lele Yan, Yubin Xiao, Chunyan Miao Fellow, Hongwei Ge, Dong Xu, Yanchun Liang, Kangping Wang, Chunguo Wu*, You Zhou*. Neural Architecture Search for Text Classification with Limited Computing Resources Using Efficient Cartesian Genetic Programming. IEEE Transactions on Evolutionary Computation. IEEE Transactions on Evolutionary Computation, 2024, 28(3): 638-652. -硕士生一作 [11]. Xuan Wu, Jizong Han, Di Wang, Pengyue Gao, Quanlong Cui, Liang Chen, Yanchun Liang, Han Huang, Heow Pueh Lee, Chunyan Miao, You Zhou*, Chunguo Wu*. Incorporating surprisingly popular algorithm and euclidean distance-based adaptive topology into PSO, Swarm and Evolutionary Computation, 2023, 76: 101222. -硕士生一作
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