| 2026 | AAAI | DiffMM: Efficient Method for Accurate Noisy and Sparse Trajectory Map Matching via One Step Diffusion. | Chenxu Han, Sean Bin Yang, Jilin Hu |
| 2026 | AAAI | Rethinking Irregular Time Series Forecasting: A Simple Yet Effective Baseline. | Xvyuan Liu, Xiangfei Qiu, Xingjian Wu, Zhengyu Li, Chenjuan Guo, Jilin Hu, Bin Yang |
| 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 | SculptDrug: A Spatial Condition-Aware Bayesian Flow Model for Structure-based Drug Design. | Qingsong Zhong, Haomin Yu, Yan Lin, Wangmeng Shen, Long Zeng, Jilin Hu |
| 2026 | ICDE | An Encode-then-Decompose Approach to Unsupervised Time Series Anomaly Detection on Contaminated Training Data. | Buang Zhang, Tung Kieu, Xiangfei Qiu, Chenjuan Guo, Jilin Hu, Aoying Zhou, Christian S. Jensen, Bin Yang |
| 2026 | WWW | FSDI: Frequency-Shaped Diffusion For Time-Series Imputation. | Wangmeng Shen, Hongfan Gao, Qingsong Zhong, Dingli Xu, Jilin Hu |
| 2026 | WWW | TimeMar: Multi-Scale Autoregressive Modeling for Unconditional Time Series Generation. | Xiangyu Xu, Qingsong Zhong, Jilin Hu |
| 2025 | EMNLP | Beyond Dynamic Quantization: An Efficient Static Hierarchical Mix-precision Framework for Near-Lossless LLM Compression. | Yi Zhang, Kai Zhang, Zheyang Li, Wenming Tan, Ye Ren, Jilin Hu |
| 2025 | EMNLP | 1+1\ensuremath>2: A Synergistic Sparse and Low-Rank Compression Method for Large Language Models. | Zeliang Zong, Kai Zhang, Zheyang Li, Wenming Tan, Ye Ren, Yiyan Zhai, Jilin Hu |
| 2025 | ICDE | EasyTime: Time Series Forecasting Made Easy. | Xiangfei Qiu, Xiuwen Li, Ruiyang Pang, Zhicheng Pan, Xingjian Wu, Liu Yang, Jilin Hu, Yang Shu, Xuesong Lu, Chengcheng Yang, Chenjuan Guo, Aoying Zhou, Christian S. Jensen, Bin Yang |
| 2025 | ICDE | CDMap: Complementarity and Disparity-aware Map Inference Quality Enhancement. | Wenyu Wu, Jiali Mao, Jiafan Liu, Yixiao Tong, Lisheng Zhao, Shaosheng Cao, Jilin Hu, Aoying Zhou, Lin Zhou |
| 2025 | ICLR | CATCH: Channel-Aware Multivariate Time Series Anomaly Detection via Frequency Patching. | Xingjian Wu, Xiangfei Qiu, Zhengyu Li, Yihang Wang, Jilin Hu, Chenjuan Guo, Hui Xiong, Bin Yang |
| 2025 | ICML | K2VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting. | Xingjian Wu, Xiangfei Qiu, Hongfan Gao, Jilin Hu, Bin Yang, Chenjuan Guo |
| 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 | ADFormer: Aggregation Differential Transformer for Passenger Demand Forecasting. | Haichen Wang, Liu Yang, Xinyuan Zhang, Haomin Yu, Ming Li, Jilin Hu |
| 2025 | IROS | NeuroLoc: Encoding Navigation Cells for 6-DOF Camera Localization. | Xun Li, Jian Yang, Fenli Jia, Muyu Wang, Jun Wu, Jinpeng Mi, Jilin Hu, Peidong Liang, Xuan Tang, Ke Li, Xiong You, Xian Wei |
| 2025 | KDD | MM-Path: Multi-modal, Multi-granularity Path Representation Learning. | Ronghui Xu, Hanyin Cheng, Chenjuan Guo, Hongfan Gao, Jilin Hu, Sean Bin Yang, Bin Yang |
| 2025 | KDD | TSFM-Bench: A Comprehensive and Unified Benchmark of Foundation Models for Time Series Forecasting. | Zhe Li, Xiangfei Qiu, Peng Chen, Yihang Wang, Hanyin Cheng, Yang Shu, Jilin Hu, Chenjuan Guo, Aoying Zhou, Christian S. Jensen, Bin Yang |
| 2025 | KDD | SSD-TS: Exploring the Potential of Linear State Space Models for Diffusion Models in Time Series Imputation. | Hongfan Gao, Wangmeng Shen, Xiangfei Qiu, Ronghui Xu, Bin Yang, Jilin Hu |
| 2025 | KDD | DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting. | Xiangfei Qiu, Xingjian Wu, Yan Lin, Chenjuan Guo, Jilin Hu, Bin Yang |
| 2025 | WWW | Path-LLM: A Multi-Modal Path Representation Learning by Aligning and Fusing with Large Language Models. | Yongfu Wei, Yan Lin, Hongfan Gao, Ronghui Xu, Sean Bin Yang, Jilin Hu |
| 2024 | CIKM | Ocean Significant Wave Height Estimation with Spatio-temporally Aware Large Language Models. | Zhe Li, Ronghui Xu, Jilin Hu, Zhong Peng, Xi Lu, Chenjuan Guo, Bin Yang |
| 2024 | ICDE | Routing with Massive Trajectory Data. | Christian S. Jensen, Bin Yang, Chenjuan Guo, Jilin Hu, Kristian Torp |
| 2024 | ICDE | Learning Time-Aware Graph Structures for Spatially Correlated Time Series Forecasting. | Minbo Ma, Jilin Hu, Christian S. Jensen, Fei Teng, Peng Han, Zhiqiang Xu, Tianrui Li |
| 2023 | ICWS | VeriReach: A Formally Verified Algorithm for Reachability Analysis in Virtual Private Cloud Networks. | Zhuoruo Zhang, Jilin Hu, Chenyang Yu, Rui Chang, Yongwang Zhao |
| 2023 | KDD | LightPath: Lightweight and Scalable Path Representation Learning. | Sean Bin Yang, Jilin Hu, Chenjuan Guo, Bin Yang, Christian S. Jensen |
| 2022 | AAAI | Hyperverlet: A Symplectic Hypersolver for Hamiltonian Systems. | Frederik Baymler Mathiesen, Bin Yang, Jilin Hu |
| 2022 | CVPR | BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule. | Miao Zhang, Shirui Pan, Xiaojun Chang, Steven Su, Jilin Hu, Gholamreza Haffari, Bin Yang |
| 2022 | ICDE | Evolutionary Clustering of Moving Objects. | Tianyi Li, Lu Chen, Christian S. Jensen, Torben Bach Pedersen, Yunjun Gao, Jilin Hu |
| 2022 | ICDE | Weakly-supervised Temporal Path Representation Learning with Contrastive Curriculum Learning. | Sean Bin Yang, Chenjuan Guo, Jilin Hu, Bin Yang, Jian Tang, Christian S. Jensen |
| 2021 | IJCAI | Unsupervised Path Representation Learning with Curriculum Negative Sampling. | Sean Bin Yang, Chenjuan Guo, Jilin Hu, Jian Tang, Bin Yang |
| 2020 | ICDE | Stochastic Origin-Destination Matrix Forecasting Using Dual-Stage Graph Convolutional, Recurrent Neural Networks. | Jilin Hu, Bin Yang, Chenjuan Guo, Christian S. Jensen, Hui Xiong |
| 2019 | ICDE | Stochastic Weight Completion for Road Networks Using Graph Convolutional Networks. | Jilin Hu, Chenjuan Guo, Bin Yang, Christian S. Jensen |
| 2018 | ICDE | Learning to Route with Sparse Trajectory Sets. | Chenjuan Guo, Bin Yang, Jilin Hu, Christian S. Jensen |
| 2017 | MDM | Assessing the Accuracy Benefits of On-the-Fly Trajectory Selection in Fine-Grained Travel-Time Estimation. | Robert Waury, Jilin Hu, Bin Yang, Christian S. Jensen |