| 2026 | AAAI | Spatial-Temporal Feedback Diffusion Guidance for Controlled Traffic Imputation. | Xiaowei Mao, Huihu Ding, Yan Lin, Tingrui Wu, Shengnan Guo, Dazhuo Qiu, Feiling Fang, Jilin Hu, Huaiyu Wan |
| 2026 | AAAI | Think How Your Teammates Think: Active Inference Can Benefit Decentralized Execution. | Hao Wu, Shoucheng Song, Chang Yao, Sheng Han, Huaiyu Wan, Youfang Lin, Kai Lv |
| 2026 | ACL | Zipage: Maintain High Request Concurrency for LLM Reasoning through Compressed PagedAttention. | Mengqi Liao, Lu Wang, Chaoyun Zhang, Bo Qiao, Si Qin, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang, Huaiyu Wan |
| 2026 | ACL | SAMoRA: Semantic-Aware Mixture of LoRA Experts for Task-Adaptive Learning. | Boyan Shi, Wei Chen, Shuyuan Zhao, Junfeng Shen, Shengnan Guo, Shaojiang Wang, Huaiyu Wan |
| 2026 | ACL | STK-Adapter: Incorporating Evolving Graph and Event Chain for Temporal Knowledge Graph Extrapolation. | Shuyuan Zhao, Wei Chen, Weijie Zhang, Xinrui Hou, Junfeng Shen, Boyan Shi, Shengnan Guo, Youfang Lin, Huaiyu Wan |
| 2026 | DASFAA | ForceTraj: Modeling Realistic Intention and Heterogeneous Interactions for Multi-modal Trajectory Prediction. | Guanyu Yao, Yan Lin, Letian Gong, Xinyue Zhang, Yiwei Shuang, Shengnan Guo, Huaiyu Wan |
| 2026 | KDD | RIPCN: A Road Impedance Principal Component Network for Probabilistic Traffic Flow Forecasting. | Haochen Lv, Yan Lin, Shengnan Guo, Xiaowei Mao, Hong Nie, Letian Gong, Youfang Lin, Huaiyu Wan |
| 2026 | KDD | FaST: Efficient and Effective Long-Horizon Forecasting for Large-Scale Spatial-Temporal Graphs via Mixture-of-Experts. | Yiji Zhao, Zihao Zhong, Ao Wang, Haomin Wen, Ming Jin, Yuxuan Liang, Huaiyu Wan, Hao Wu |
| 2026 | PAKDD | TARP: An Effective and Efficient Route Prediction Method via Uncertainty-Aware Traffic Imputation and Divide-and-Conquer Inference. | Xingyu Xian, Xiaowei Mao, Yang Jiang, Tingrui Wu, Shengnan Guo, Youfang Lin, Huaiyu Wan |
| 2025 | AAAI | CognTKE: A Cognitive Temporal Knowledge Extrapolation Framework. | Wei Chen, Yuting Wu, Shuhan Wu, Zhiyu Zhang, Mengqi Liao, Youfang Lin, Huaiyu Wan |
| 2025 | AAAI | STD-PLM: Understanding Both Spatial and Temporal Properties of Spatial-Temporal Data with PLM. | Yiheng Huang, Xiaowei Mao, Shengnan Guo, Yubin Chen, Junfeng Shen, Tiankuo Li, Youfang Lin, Huaiyu Wan |
| 2025 | AAAI | DutyTTE: Deciphering Uncertainty in Origin-Destination Travel Time Estimation. | Xiaowei Mao, Yan Lin, Shengnan Guo, Yubin Chen, Xingyu Xian, Haomin Wen, Qisen Xu, Youfang Lin, Huaiyu Wan |
| 2025 | AAAI | Spatial-Temporal Knowledge Distillation for Takeaway Recommendation. | Shuyuan Zhao, Wei Chen, Boyan Shi, Liyong Zhou, Shuohao Lin, Huaiyu Wan |
| 2025 | ACL | A Generative Adaptive Replay Continual Learning Model for Temporal Knowledge Graph Reasoning. | Zhiyu Zhang, Wei Chen, Youfang Lin, Huaiyu Wan |
| 2025 | DASFAA | Towards An Efficient and Effective En Route Travel Time Estimation Framework. | Zekai Shen, Haitao Yuan, Xiaowei Mao, Congkang Lv, Shengnan Guo, Youfang Lin, Huaiyu Wan |
| 2025 | EMNLP | Enhancing Efficiency and Exploration in Reinforcement Learning for LLMs. | Mengqi Liao, Xiangyu Xi, Ruinian Chen, Jia Leng, Yangen Hu, Ke Zeng, Shuai Liu, Huaiyu Wan |
| 2025 | ICLR | HMoRA: Making LLMs More Effective with Hierarchical Mixture of LoRA Experts. | Mengqi Liao, Wei Chen, Junfeng Shen, Shengnan Guo, Huaiyu Wan |
| 2025 | IJCAI | TrajCogn: Leveraging LLMs for Cognizing Movement Patterns and Travel Purposes from Trajectories. | Zeyu Zhou, Yan Lin, Haomin Wen, Shengnan Guo, Jilin Hu, Youfang Lin, Huaiyu Wan |
| 2025 | IJCAI | Balancing Imbalance: Data-Scarce Urban Flow Prediction via Spatio-Temporal Balanced Transfer Learning. | Xinyan Hao, Huaiyu Wan, Shengnan Guo, Youfang Lin |
| 2024 | COLING | KPatch: Knowledge Patch to Pre-trained Language Model for Zero-Shot Stance Detection on Social Media. | Shuohao Lin, Wei Chen, Yunpeng Gao, Zhishu Jiang, Mengqi Liao, Zhiyu Zhang, Shuyuan Zhao, Huaiyu Wan |
| 2024 | ICDE | Local-Global History-Aware Contrastive Learning for Temporal Knowledge Graph Reasoning. | Wei Chen, Huaiyu Wan, Yuting Wu, Shuyuan Zhao, Jiayaqi Cheng, Yuxin Li, Youfang Lin |
| 2024 | KDD | LaDe: The First Comprehensive Last-mile Express Dataset from Industry. | Lixia Wu, Haomin Wen, Haoyuan Hu, Xiaowei Mao, Yutong Xia, Ergang Shan, Jianbin Zheng, Junhong Lou, Yuxuan Liang, Liuqing Yang, Roger Zimmermann, Youfang Lin, Huaiyu Wan |
| 2023 | AAAI | Contrastive Pre-training with Adversarial Perturbations for Check-In Sequence Representation Learning. | Letian Gong, Youfang Lin, Shengnan Guo, Yan Lin, Tianyi Wang, Erwen Zheng, Zeyu Zhou, Huaiyu Wan |
| 2023 | AAAI | GMDNet: A Graph-Based Mixture Density Network for Estimating Packages' Multimodal Travel Time Distribution. | Xiaowei Mao, Huaiyu Wan, Haomin Wen, Fan Wu, Jianbin Zheng, Yuting Qiang, Shengnan Guo, Lixia Wu, Haoyuan Hu, Youfang Lin |
| 2023 | EMNLP | Towards Enhancing Relational Rules for Knowledge Graph Link Prediction. | Shuhan Wu, Huaiyu Wan, Wei Chen, Yuting Wu, Junfeng Shen, Youfang Lin |
| 2023 | ICDE | Self-Supervised Spatial-Temporal Bottleneck Attentive Network for Efficient Long-term Traffic Forecasting. | Shengnan Guo, Youfang Lin, Letian Gong, Chenyu Wang, Zeyu Zhou, Zekai Shen, Yiheng Huang, Huaiyu Wan |
| 2023 | ICDE | M | Tianyue Cai, Huaiyu Wan, Fan Wu, Haomin Wen, Shengnan Guo, Lixia Wu, Haoyuan Hu, Youfang Lin |
| 2023 | ICDE | Modeling Intra- and Inter-community Information for Route and Time Prediction in Last-mile Delivery. | Yuting Qiang, Haomin Wen, Lixia Wu, Xiaowei Mao, Fan Wu, Huaiyu Wan, Haoyuan Hu |
| 2023 | KDD | DRL4Route: A Deep Reinforcement Learning Framework for Pick-up and Delivery Route Prediction. | Xiaowei Mao, Haomin Wen, Hengrui Zhang, Huaiyu Wan, Lixia Wu, Jianbin Zheng, Haoyuan Hu, Youfang Lin |
| 2023 | PAKDD | Generative-Contrastive-Attentive Spatial-Temporal Network for Traffic Data Imputation. | Wenchuang Peng, Youfang Lin, Shengnan Guo, Weiwen Tang, Le Liu, Huaiyu Wan |
| 2022 | KDD | Graph2Route: A Dynamic Spatial-Temporal Graph Neural Network for Pick-up and Delivery Route Prediction. | Haomin Wen, Youfang Lin, Xiaowei Mao, Fan Wu, Yiji Zhao, Haochen Wang, Jianbin Zheng, Lixia Wu, Haoyuan Hu, Huaiyu Wan |
| 2021 | AAAI | Pre-training Context and Time Aware Location Embeddings from Spatial-Temporal Trajectories for User Next Location Prediction. | Yan Lin, Huaiyu Wan, Shengnan Guo, Youfang Lin |
| 2021 | AAAI | GSNet: Learning Spatial-Temporal Correlations from Geographical and Semantic Aspects for Traffic Accident Risk Forecasting. | Beibei Wang, Youfang Lin, Shengnan Guo, Huaiyu Wan |
| 2021 | ICDE | Package Pick-up Route Prediction via Modeling Couriers' Spatial-Temporal Behaviors. | Haomin Wen, Youfang Lin, Fan Wu, Huaiyu Wan, Shengnan Guo, Lixia Wu, Chao Song, Yinghui Xu |
| 2021 | PAKDD | HScodeNet: Combining Hierarchical Sequential and Global Spatial Information of Text for Commodity HS Code Classification. | Shaohua Du, Zhihao Wu, Huaiyu Wan, Youfang Lin |
| 2020 | AAAI | Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting. | Chao Song, Youfang Lin, Shengnan Guo, Huaiyu Wan |
| 2019 | AAAI | Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting. | Shengnan Guo, Youfang Lin, Ning Feng, Chao Song, Huaiyu Wan |
| 2019 | ACML | Improving Relation Classification by Entity Pair Graph. | Yi Zhao, Huaiyu Wan, Jianwei Gao, Youfang Lin |
| 2019 | CoNLL | Exploiting the Entity Type Sequence to Benefit Event Detection. | Yuze Ji, Youfang Lin, Jianwei Gao, Huaiyu Wan |
| 2019 | DASFAA | Learning Time-Aware Distributed Representations of Locations from Spatio-Temporal Trajectories. | Huaiyu Wan, Fuchen Li, Shengnan Guo, Zhong Cao, Youfang Lin |
| 2019 | ICTAI | High-Value Prioritized Experience Replay for Off-Policy Reinforcement Learning. | Xi Cao, Huaiyu Wan, Youfang Lin, Sheng Han |
| 2010 | ISKE | A fast and reasonable method for community detection with adjustable extent of overlapping. | Zhihao Wu, Youfang Lin, Huaiyu Wan, Shengfeng Tian |