| 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 | 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 | 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 | 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 | Infer the Whole from a Glimpse of a Part: Keypoint-Based Knowledge Graph for Vehicle Re-Identification. | Kai Lv, Yunlong Li, Zhuo Chen, Shuo Wang, Sheng Han, Youfang Lin |
| 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 | CoDe: Communication Delay-Tolerant Multi-Agent Collaboration via Dual Alignment of Intent and Timeliness. | Shoucheng Song, Youfang Lin, Sheng Han, Chang Yao, Hao Wu, Shuo Wang, Kai Lv |
| 2025 | ACL | A Generative Adaptive Replay Continual Learning Model for Temporal Knowledge Graph Reasoning. | Zhiyu Zhang, Wei Chen, Youfang Lin, Huaiyu Wan |
| 2025 | APSEC | CAMUS: Context-Aware Neural Mutation Selection. | Mingda Chen, Bo Wang, Youfang Lin, Jie M. Zhang |
| 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 | ICANN | Improving Monotonic Optimization in Heterogeneous Multi-agent Reinforcement Learning with Optimal Marginal Deterministic Policy Gradient. | Xiaoyang Yu, Youfang Lin, Shuo Wang, Sheng Han |
| 2025 | ICCV | Epipolar Consistent Attention Aggregation Network for Unsupervised Light Field Disparity Estimation. | Chen Gao, Shuo Zhang, Youfang Lin |
| 2025 | ICCV | Exploring View Consistency for Scene-Adaptive Low-Light Light Field Image Enhancement. | Shuo Zhang, Chen Gao, Youfang Lin |
| 2025 | ICML | Optimal Information Retention for Time-Series Explanations. | Jinghang Yue, Jing Wang, Lu Zhang, Shuo Zhang, Da Li, Zhaoyang Ma, Youfang Lin |
| 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 |
| 2025 | IJCAI | From General Relation Patterns to Task-Specific Decision-Making in Continual Multi-Agent Coordination. | Chang Yao, Youfang Lin, Shoucheng Song, Hao Wu, Yuqing Ma, Sheng Han, Kai Lv |
| 2025 | KDD | Loss or Gain: Hierarchical Conditional Information Bottleneck Approach for Incomplete Time Series Classification. | Shuo Zhang, Jing Wang, Shiqin Nie, Jinghang Yue, Weikang Zhu, Youfang Lin |
| 2024 | AAAI | What Effects the Generalization in Visual Reinforcement Learning: Policy Consistency with Truncated Return Prediction. | Shuo Wang, Zhihao Wu, Xiaobo Hu, Jinwen Wang, Youfang Lin, Kai Lv |
| 2024 | AAAI | Enhancing Off-Policy Constrained Reinforcement Learning through Adaptive Ensemble C Estimation. | Hengrui Zhang, Youfang Lin, Shuo Shen, Sheng Han, Kai Lv |
| 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 | IJCAI | How to Learn Domain-Invariant Representations for Visual Reinforcement Learning: An Information-Theoretical Perspective. | Shuo Wang, Zhihao Wu, Jinwen Wang, Xiaobo Hu, Youfang Lin, Kai Lv |
| 2024 | IJCNN | A Viewpoint-aware Channel Selection Method for Vehicle Re-identification. | Yihao Xu, Youfang Lin, Shuai Han, Kai Lv |
| 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 | CVPR | Spatial-Angular Multi-Scale Mechanism for Light Field Spatial Super-Resolution. | Chen Gao, Youfang Lin, Song Chang, Shuo Zhang |
| 2023 | CVPR | LFNAT 2023 Challenge on Light Field Depth Estimation: Methods and Results. | Hao Sheng, Yebin Liu, Jingyi Yu, Gaochang Wu, Wei Xiong, Ruixuan Cong, Rongshan Chen, Longzhao Guo, Yanlin Xie, Shuo Zhang, Song Chang, Youfang Lin, Wentao Chao, Xuechun Wang, Guanghui Wang, Fuqing Duan, Tun Wang, Da Yang, Zhenglong Cui, Sizhe Wang, Mingyuan Zhao, Qiong Wang, Qianyu Chen, Zhengyu Liang, Yingqian Wang, Jungang Yang, Xueting Yang, Junli Deng |
| 2023 | CVPR | NTIRE 2023 Challenge on Light Field Image Super-Resolution: Dataset, Methods and Results. | Yingqian Wang, Longguang Wang, Zhengyu Liang, Jungang Yang, Radu Timofte, Yulan Guo, Kai Jin, Zeqiang Wei, Angulia Yang, Sha Guo, Mingzhi Gao, Xiuzhuang Zhou, Vinh Van Duong, Thuc Nguyen Huu, Jonghoon Yim, Byeungwoo Jeon, Yutong Liu, Zhen Cheng, Zeyu Xiao, Ruikang Xu, Zhiwei Xiong, Gaosheng Liu, Manchang Jin, Huanjing Yue, Jingyu Yang, Chen Gao, Shuo Zhang, Song Chang, Youfang Lin, Wentao Chao, Xuechun Wang, Guanghui Wang, Fuqing Duan, Wang Xia, Yan Wang, Peiqi Xia, Shunzhou Wang, Yao Lu, Ruixuan Cong, Hao Sheng, Da Yang, Rongshan Chen, Sizhe Wang, Zhenglong Cui, Yilei Chen, Yongjie Lu, Dongjun Cai, Ping An, Ahmed Salem, Hatem Ibrahem, Bilel Yagoub, Hyun Soo Kang, Zekai Zeng, Heng Wu |
| 2023 | EMNLP | Towards Enhancing Relational Rules for Knowledge Graph Link Prediction. | Shuhan Wu, Huaiyu Wan, Wei Chen, Yuting Wu, Junfeng Shen, Youfang Lin |
| 2023 | ICASSP | Exploiting Interactivity and Heterogeneity for Sleep Stage Classification Via Heterogeneous Graph Neural Network. | Ziyu Jia, Youfang Lin, Yuhan Zhou, Xiyang Cai, Peng Zheng, Qiang Li, Jing Wang |
| 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 | A Bayesian Graph Neural Network for EEG Classification - A Win-Win on Performance and Interpretability. | Jing Wang, Xiaojun Ning, Wangjun Shi, Youfang Lin |
| 2023 | ICONIP | Graph-Based Vehicle Keypoint Attention Model for Vehicle Re-identification. | Yunlong Li, Zhihao Wu, Youfang Lin, Kai Lv |
| 2023 | ICONIP | Multi-mobile Object Motion Coordination with Reinforcement Learning. | Shanhua Yuan, Sheng Han, Xiwen Jiang, Youfang Lin, Kai Lv |
| 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 | KSEM | Offline Reinforcement Learning with Diffusion-Based Behavior Cloning Term. | Han Wang, Youfang Lin, Sheng Han, Kai Lv |
| 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 | ICASSP | Multi-Level Spatial-Temporal Adaptation Network for Motor Imagery Classification. | Wei Xu, Jing Wang, Ziyu Jia, Zhiqing Hong, Yunze Li, Youfang Lin |
| 2022 | IJCNN | Expert Knowledge Inspired Contrastive Learning for Sleep Staging. | Hongjun Zhang, Jing Wang, Jiahong Xiong, Yuxuan Ding, Zhenliang Gan, Youfang Lin |
| 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 | Attention-based Multi-Level Fusion Network for Light Field Depth Estimation. | Jiaxin Chen, Shuo Zhang, Youfang Lin |
| 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 | ICONIP | A Prediction-Augmented AutoEncoder for Multivariate Time Series Anomaly Detection. | Sawenbo Gong, Zhihao Wu, Yunxiao Liu, Youfang Lin, Jing Wang |
| 2021 | ICONIP | CCAD: A Collective Contextual Anomaly Detection Framework for KPI Data Stream. | Ganghui Hu, Jing Wang, Yunxiao Liu, Wang Ke, Youfang Lin |
| 2021 | IJCAI | Removing Foreground Occlusions in Light Field using Micro-lens Dynamic Filter. | Shuo Zhang, Zeqi Shen, Youfang Lin |
| 2021 | IJCAI | SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging. | Ziyu Jia, Youfang Lin, Jing Wang, Xuehui Wang, Peiyi Xie, Yingbin Zhang |
| 2021 | IJCNN | Label Distribution Learning by Mining Local Label Correlations in Self-regulating Clusters Independent of Sample Distance. | Yizhen Jing, Youfang Lin, Yiji Zhao, Zhihao Wu |
| 2021 | ICTAI | Collision-aware Multi-robot Motion Coordination Deep-RL with Dynamic Priority Strategy. | Liang Zhao, Sheng Han, Youfang Lin |
| 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 |
| 2020 | ICDM | Learning Space-Time-Frequency Representation with Two-Stream Attention Based 3D Network for Motor Imagery Classification. | Zhenqi Li, Jing Wang, Ziyu Jia, Youfang Lin |
| 2020 | IJCAI | GraphSleepNet: Adaptive Spatial-Temporal Graph Convolutional Networks for Sleep Stage Classification. | Ziyu Jia, Youfang Lin, Jing Wang, Ronghao Zhou, Xiaojun Ning, Yuanlai He, Yaoshuai Zhao |
| 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 | CVPR | Residual Networks for Light Field Image Super-Resolution. | Shuo Zhang, Youfang Lin, Hao Sheng |
| 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 |
| 2019 | ICTAI | Motion Coordination of Multiple Robots Based on Deep Reinforcement Learning. | Xiuzhao Hao, Zhihao Wu, Haiguang Zhou, Xiangpeng Bai, Youfang Lin, Sheng Han |
| 2017 | ICTAI | Time-Frequency Convolutional Neural Network for Automatic Sleep Stage Classification Based on Single-Channel EEG. | Liangjie Wei, Youfang Lin, Jing Wang, Yan Ma |
| 2016 | ICARCV | An efficient approach of map-learning on service robot in complex office environment using laser radar. | Youfang Lin, Siqiao Wu, Xiangpeng Bai |
| 2014 | ICARCV | An efficient approach to mobile robot motion planning in dynamically unknown environments. | Youfang Lin, Shen Li, Sujie Liu, Yuchang Chen |
| 2014 | ICINCO | A Self-adaptive Iterated Local Search Algorithm on the Permutation Flow Shop Scheduling Problem. | Xingye Dong, Maciek Nowak, Ping Chen, Youfang Lin |
| 2010 | ISKE | A fast and reasonable method for community detection with adjustable extent of overlapping. | Zhihao Wu, Youfang Lin, Huaiyu Wan, Shengfeng Tian |
| 2008 | AAAI | Visualization of Large-Scale Weighted Clustered Graph: A Genetic Approach. | Jiayu Zhou, Youfang Lin, Xi Wang |