Publications

1. A Crystal-Specific Pre-Training Framework for Crystal Material Property Prediction

   Haomin Yu, Yanru Song, Jilin Hu , Chenjuan Guo, and Bin Yang

   2023

1. Infinitely Wide Graph Convolutional Networks: Semi-supervised Learning via Gaussian Processes

   Jilin Hu , Jianbing Shen, Bin Yang, and Ling Shao

   CoRR 2020

1. Recurrent Multi-Graph Neural Networks for Travel Cost Prediction

   Jilin Hu , Chenjuan Guo, Bin Yang, Christian S. Jensen, and Lu Chen

   CoRR 2018

2024

1. PVLDB

   TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

   Xiangfei Qiu, Jilin Hu^# , Lekui Zhou, Xingjian Wu, Junyang Du, Buang Zhang, Chenjuan Guo, Aoying Zhou, Christian S. Jensen, Zhenli Sheng, and Bin Yang

   In PVLDB 2024

   arXiv Bib Code

   @inproceedings{DBLP:journals/pvldb/QiuHZWDZGZJSY24,
     author = {Qiu, Xiangfei and Hu, Jilin and Zhou, Lekui and Wu, Xingjian and Du, Junyang and Zhang, Buang and Guo, Chenjuan and Zhou, Aoying and Jensen, Christian S. and Sheng, Zhenli and Yang, Bin},
     title = {{TFB:} Towards Comprehensive and Fair Benchmarking of Time Series
                       Forecasting Methods},
     booktitle = {PVLDB},
     volume = {17},
     number = {9},
     pages = {2363--2377},
     year = {2024},
     bibtex_show = {true},
     abbr = {PVLDB},
     selected = {true},
     corr = {true},
     code = {https://github.com/decisionintelligence/TFB},
     arxiv = {https://arxiv.org/abs/2403.20150}
   }

2. SIGMOD

   Origin-Destination Travel Time Oracle for Map-based Services

   Yan Lin, Huaiyu Wan, Jilin Hu^# , Shengnan Guo, Bin Yang, Youfang Lin, and Christian S. Jensen

   In SIGMOD 2024

   arXiv Bib

   @inproceedings{2307.03048,
     author = {Lin, Yan and Wan, Huaiyu and Hu, Jilin and Guo, Shengnan and Yang, Bin and Lin, Youfang and Jensen, Christian S.},
     title = {Origin-Destination Travel Time Oracle for Map-based Services},
     year = {2024},
     arxiv = {https://arxiv.org/abs/2307.03048},
     booktitle = {SIGMOD},
     selected = {true},
     corr = {true},
     bibtex_show = {true},
     abbr = {SIGMOD}
   }

3. PVLDB

   TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

   Xiangfei Qiu, Jilin Hu^# , Lekui Zhou, Xingjian Wu, Junyang Du, Buang Zhang, Chenjuan Guo, Aoying Zhou, Christian S. Jensen, Zhenli Sheng, and Bin Yang

   In PVLDB 2024

   arXiv Bib Code

   @inproceedings{DBLP:journals/pvldb/QiuHZWDZGZJSY25,
     author = {Qiu, Xiangfei and Hu, Jilin and Zhou, Lekui and Wu, Xingjian and Du, Junyang and Zhang, Buang and Guo, Chenjuan and Zhou, Aoying and Jensen, Christian S. and Sheng, Zhenli and Yang, Bin},
     title = {{TFB:} Towards Comprehensive and Fair Benchmarking of Time Series
                       Forecasting Methods},
     booktitle = {PVLDB},
     volume = {17},
     number = {9},
     pages = {2363--2377},
     year = {2024},
     bibtex_show = {true},
     abbr = {PVLDB},
     selected = {true},
     corr = {true},
     code = {https://github.com/decisionintelligence/TFB},
     arxiv = {https://arxiv.org/abs/2403.20150}
   }

4. PKDD

   A Crystal Knowledge-Enhanced Pre-training Framework for Crystal Property Estimation

   Haomin Yu, Yanru Song, Jilin Hu , Chenjuan Guo, Bin Yang, and Christian S. Jensen

   In ECML–PKDD 2024
5. 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, and Tianrui Li

   In ICDE 2024
6. ICDE

   Routing with Massive Trajectory Data

   Christian S. Jensen, Bin Yang, Chenjuan Guo, Jilin Hu , and Kristian Torp

   In ICDE 2024

2023

1. KDD

   LightPath: Lightweight and Scalable Path Representation Learning

   Sean Bin Yang, Jilin Hu^# , Chenjuan Guo, Bin Yang, and Christian S. Jensen

   In KDD 2023

   arXiv Bib Code

   @inproceedings{10.1145/3580305.3599415,
     author = {Yang, Sean Bin and Hu, Jilin and Guo, Chenjuan and Yang, Bin and Jensen, Christian S.},
     title = {LightPath: Lightweight and Scalable Path Representation Learning},
     year = {2023},
     booktitle = {KDD},
     pages = {2999–3010},
     bibtex_show = {true},
     abbr = {KDD},
     corr = {true},
     selected = {true},
     code = {https://github.com/Sean-Bin-Yang/LightPath},
     arxiv = {https://arxiv.org/abs/2307.10171}
   }

2022

1. ICDE

   Weakly-supervised Temporal Path Representation Learning with Contrastive Curriculum Learning - Extended Version

   Sean Bin Yang, Chenjuan Guo, Jilin Hu^# , Bin Yang, Jian Tang, and Christian S. Jensen

   In ICDE 2022

   arXiv Bib Code

   @inproceedings{DBLP:journals/corr/abs-2203-16110,
     author = {Yang, Sean Bin and Guo, Chenjuan and Hu, Jilin and Yang, Bin and Tang, Jian and Jensen, Christian S.},
     title = {Weakly-supervised Temporal Path Representation Learning with Contrastive
                    Curriculum Learning - Extended Version},
     booktitle = {ICDE},
     year = {2022},
     bibtex_show = {true},
     abbr = {ICDE},
     selected = {true},
     corr = {true},
     code = {https://github.com/Sean-Bin-Yang/TPR.git},
     arxiv = {https://arxiv.org/abs/2203.16110}
   }

2. ICDE

   Evolutionary Clustering of Streaming Trajectories

   Tianyi Li, Lu Chen, Christian S. Jensen, Torben Bach Pedersen, and Jilin Hu

   In ICDE 2022

   Bib

   @inproceedings{DBLP:journals/corr/abs-2109-11609,
     author = {Li, Tianyi and Chen, Lu and Jensen, Christian S. and Pedersen, Torben Bach and Hu, Jilin},
     title = {Evolutionary Clustering of Streaming Trajectories},
     booktitle = {ICDE},
     year = {2022},
     bibtex_show = {true},
     abbr = {ICDE}
   }

3. CVPR

   BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule

   Miao Zhang, Steven Su, Shirui Pan, Xiaojun Chang, Bin Yang, Jilin Hu , and Gholamreza Haffari

   In CVPR 2022

   Bib

   @inproceedings{DBLP:journals/corr/abs-2111-13204,
     author = {Zhang, Miao and Su, Steven and Pan, Shirui and Chang, Xiaojun and Yang, Bin and Hu, Jilin and Haffari, Gholamreza},
     title = {BaLeNAS: Differentiable Architecture Search via the Bayesian Learning
                    Rule},
     booktitle = {CVPR},
     volume = {abs/2111.13204},
     year = {2022},
     bibtex_show = {true},
     abbr = {CVPR}
   }

4. AAAI

   Hyperverlet: A Symplectic Hypersolver for Hamiltonian Systems

   Frederik Mathiesen, Bin Yang, and Jilin Hu^#

   In AAAI 2022

   Bib Code

   @inproceedings{aaai22_hamilton,
     author = {Mathiesen, Frederik and Yang, Bin and Hu, Jilin},
     title = {Hyperverlet: A Symplectic Hypersolver for Hamiltonian Systems},
     booktitle = {AAAI},
     year = {2022},
     bibtex_show = {true},
     abbr = {AAAI},
     selected = {true},
     corr = {true},
     code = {https://github.com/Zinoex/hyperverlet}
   }

2021

1. IJCAI

   Unsupervised Path Representation Learning with Curriculum Negative Sampling

   Sean Bin Yang, Chenjuan Guo, Jilin Hu^# , Jian Tang, and Bin Yang

   In IJCAI 2021

   arXiv Bib PDF Code

   @inproceedings{DBLP:conf/ijcai/YangGHT021,
     author = {Yang, Sean Bin and Guo, Chenjuan and Hu, Jilin and Tang, Jian and Yang, Bin},
     title = {Unsupervised Path Representation Learning with Curriculum Negative Sampling},
     booktitle = {IJCAI},
     pages = {3286--3292},
     year = {2021},
     bibtex_show = {true},
     abbr = {IJCAI},
     pdf = {IJCAI21.pdf},
     selected = {true},
     corr = {true},
     code = {https://github.com/Sean-Bin-Yang/Path-InfoMax.git},
     arxiv = {https://arxiv.org/abs/2106.09373}
   }

2020

1. ICDE

   Stochastic Origin-Destination Matrix Forecasting Using Dual-Stage Graph Convolutional, Recurrent Neural Networks

   Jilin Hu , Bin Yang, Chenjuan Guo, Christian S. Jensen, and Hui Xiong

   In ICDE 2020

   Bib PDF Code

   @inproceedings{DBLP:conf/icde/Hu0GJX20,
     author = {Hu, Jilin and Yang, Bin and Guo, Chenjuan and Jensen, Christian S. and Xiong, Hui},
     title = {Stochastic Origin-Destination Matrix Forecasting Using Dual-Stage
                    Graph Convolutional, Recurrent Neural Networks},
     booktitle = {ICDE},
     pages = {1417--1428},
     publisher = {{IEEE}},
     year = {2020},
     bibtex_show = {true},
     abbr = {ICDE},
     selected = {true},
     pdf = {ICDE2020},
     code = {https://github.com/hujilin1229/od-pred}
   }

2019

1. ICDE

   Stochastic Weight Completion for Road Networks Using Graph Convolutional Networks

   Jilin Hu , Chenjuan Guo, Bin Yang, and Christian S. Jensen

   In ICDE 2019

   Bib PDF Code

   @inproceedings{DBLP:conf/icde/HuG0J19,
     author = {Hu, Jilin and Guo, Chenjuan and Yang, Bin and Jensen, Christian S.},
     title = {Stochastic Weight Completion for Road Networks Using Graph Convolutional
                    Networks},
     booktitle = {ICDE},
     pages = {1274--1285},
     year = {2019},
     bibtex_show = {true},
     abbr = {ICDE},
     pdf = {ICDE2019.pdf},
     code = {https://github.com/hujilin1229/GraphCompletion},
     selected = {true}
   }

2018

1. ICDE

   Learning to Route with Sparse Trajectory Sets

   Chenjuan Guo, Bin Yang, Jilin Hu , and Christian S. Jensen

   In ICDE 2018

   Bib

   @inproceedings{DBLP:conf/icde/Guo0HJ18,
     author = {Guo, Chenjuan and Yang, Bin and Hu, Jilin and Jensen, Christian S.},
     title = {Learning to Route with Sparse Trajectory Sets},
     booktitle = {ICDE},
     pages = {1073--1084},
     year = {2018},
     bibtex_show = {true},
     abbr = {ICDE}
   }

2017

1. MDM

   Assessing the Accuracy Benefits of On-the-Fly Trajectory Selection in Fine-Grained Travel-Time Estimation

   Robert Waury, Jilin Hu , Bin Yang, and Christian S. Jensen

   In ICDE 2017

   Bib

   @inproceedings{DBLP:conf/mdm/WauryH0J17,
     author = {Waury, Robert and Hu, Jilin and Yang, Bin and Jensen, Christian S.},
     title = {Assessing the Accuracy Benefits of On-the-Fly Trajectory Selection
                    in Fine-Grained Travel-Time Estimation},
     booktitle = {ICDE},
     pages = {240--245},
     year = {2017},
     bibtex_show = {true},
     abbr = {MDM}
   }

2016

1. PVLDB

   Path Cost Distribution Estimation Using Trajectory Data

   Jian Dai, Bin Yang, Chenjuan Guo, Christian S. Jensen, and Jilin Hu

   In 2016

   Bib

   @inproceedings{DBLP:journals/pvldb/DaiYGJH16,
     author = {Dai, Jian and Yang, Bin and Guo, Chenjuan and Jensen, Christian S. and Hu, Jilin},
     title = {Path Cost Distribution Estimation Using Trajectory Data},
     journal = {PVLDB},
     volume = {10},
     number = {3},
     pages = {85--96},
     year = {2016},
     bibtex_show = {true},
     abbr = {PVLDB},
     selected = {false}
   }

2024

1. TNNLS

   Few-Shot Object Detection With Self-Supervising and Cooperative Classifier

   Di Qi, Jilin Hu^# , and Jianbing Shen

   IEEE TNNLS 2024

   Bib

   @article{qi2022fsod,
     author = {Qi, Di and Hu, Jilin and Shen, Jianbing},
     title = {Few-Shot Object Detection With Self-Supervising and Cooperative Classifier},
     journal = {IEEE TNNLS},
     volume = {35},
     number = {4},
     pages = {5435--5446},
     year = {2024},
     bibtex_show = {true},
     abbr = {TNNLS},
     selected = {true},
     corr = {true}
   }

2. VLDBJ

   AutoCTS++: zero-shot joint neural architecture and hyperparameter search for correlated time series forecasting

   Xinle Wu, Xingjian Wu, Bin Yang, Lekui Zhou, Chenjuan Guo, Xiangfei Qiu, Jilin Hu^# , Zhenli Sheng, and Christian S. Jensen

   VLDB J. 2024

   Bib

   @article{WuWYZGQHSJ24,
     author = {Wu, Xinle and Wu, Xingjian and Yang, Bin and Zhou, Lekui and Guo, Chenjuan and Qiu, Xiangfei and Hu, Jilin and Sheng, Zhenli and Jensen, Christian S.},
     title = {AutoCTS++: zero-shot joint neural architecture and hyperparameter
                       search for correlated time series forecasting},
     journal = {{VLDB} J.},
     volume = {33},
     number = {5},
     pages = {1743--1770},
     year = {2024},
     bibtex_show = {true},
     selected = {false},
     corr = {false},
     abbr = {VLDBJ}
   }

2023

1. TKDE

   CGF: A Category Guidance Based PM_2.5 Sequence Forecasting Training Framework

   Haomin Yu, Jilin Hu , Xinyuan Zhou, Chenjuan Guo, Bin Yang, and Qingyong Li

   IEEE TKDE 2023

   Bib

   @article{10064188,
     author = {Yu, Haomin and Hu, Jilin and Zhou, Xinyuan and Guo, Chenjuan and Yang, Bin and Li, Qingyong},
     journal = {IEEE TKDE},
     title = {CGF: A Category Guidance Based PM$_{2.5}$ Sequence Forecasting Training Framework},
     year = {2023},
     pages = {1-14},
     bibtex_show = {true},
     abbr = {TKDE}
   }

2022

1. KBS

   Semantic driven attention network with attribute learning for unsupervised person re-identification

   Simin Xu, Lingkun Luo, Jilin Hu , Bin Yang, and Shiqiang Hu

   Knowledge-Based Systems 2022
2. ISs

   Residual memory inference network for regression tracking with weighted gradient harmonized loss

   Huanlong Zhang, Jiapeng Zhang, Guohao Nie, Jilin Hu^# , and W.J. (Chris) Zhang

   Information Sciences 2022

   Bib

   @article{ZHANG2022105,
     author = {Zhang, Huanlong and Zhang, Jiapeng and Nie, Guohao and Hu, Jilin and Zhang, W.J. (Chris)},
     title = {Residual memory inference network for regression tracking with weighted gradient harmonized loss},
     journal = {Information Sciences},
     volume = {597},
     pages = {105-124},
     year = {2022},
     bibtex_show = {true},
     abbr = {ISs},
     corr = {true},
     selected = {true}
   }

3. KBS

   Semantic driven attention network with attribute learning for unsupervised person re-identification

   Simin Xu, Lingkun Luo, Jilin Hu , Bin Yang, and Shiqiang Hu

   Knowledge-Based Systems 2022

   Bib

   @article{xu2022semantic,
     title = {Semantic driven attention network with attribute learning for unsupervised person re-identification},
     author = {Xu, Simin and Luo, Lingkun and Hu, Jilin and Yang, Bin and Hu, Shiqiang},
     journal = {Knowledge-Based Systems},
     pages = {109354},
     year = {2022},
     bibtex_show = {true},
     abbr = {KBS}
   }

2021

1. TKDE

   SOUP: Spatial-Temporal Demand Forecasting and Competitive Supply

   Bolong Zheng, Qi Hu, Lingfeng Ming, Jilin Hu , Lu Chen, Kai Zheng, and Christian S. Jensen

   IEEE TKDE 2021

   arXiv Bib

   @article{9537675,
     author = {Zheng, Bolong and Hu, Qi and Ming, Lingfeng and Hu, Jilin and Chen, Lu and Zheng, Kai and Jensen, Christian S.},
     journal = {IEEE TKDE},
     title = {SOUP: Spatial-Temporal Demand Forecasting and Competitive Supply},
     year = {2021},
     pages = {1-1},
     bibtex_show = {true},
     abbr = {TKDE},
     arxiv = {https://arxiv.org/abs/2009.12157}
   }

2. TKDE

   Sequence Labeling with Meta-Learning

   Jing Li, Peng Han, Xiangnan Ren, Jilin Hu , Lisi Chen, and Shuo Shang

   IEEE Transactions on Knowledge and Data Engineering 2021

   Bib

   @article{9563226,
     author = {Li, Jing and Han, Peng and Ren, Xiangnan and Hu, Jilin and Chen, Lisi and Shang, Shuo},
     journal = {IEEE Transactions on Knowledge and Data Engineering},
     title = {Sequence Labeling with Meta-Learning},
     year = {2021},
     pages = {1-1},
     bibtex_show = {true},
     abbr = {TKDE}
   }

3. NCA

   Performance evaluation of low resolution visual tracking for unmanned aerial vehicles

   Yong Wang, Xian Wei, Hao Shen, Jilin Hu , and Lingkun Luo

   Neural Comput. Appl. 2021

   Bib

   @article{DBLP:journals/nca/WangWSHL21,
     author = {Wang, Yong and Wei, Xian and Shen, Hao and Hu, Jilin and Luo, Lingkun},
     title = {Performance evaluation of low resolution visual tracking for unmanned
                    aerial vehicles},
     journal = {Neural Comput. Appl.},
     volume = {33},
     number = {7},
     pages = {2229--2248},
     year = {2021},
     bibtex_show = {true},
     abbr = {NCA}
   }

2020

1. VLDBJ

   Context-aware, preference-based vehicle routing

   Chenjuan Guo, Bin Yang, Jilin Hu , Christian S. Jensen, and Lu Chen

   VLDB J. 2020

   Bib

   @article{DBLP:journals/vldb/GuoYHJC20,
     author = {Guo, Chenjuan and Yang, Bin and Hu, Jilin and Jensen, Christian S. and Chen, Lu},
     title = {Context-aware, preference-based vehicle routing},
     journal = {{VLDB} J.},
     volume = {29},
     number = {5},
     pages = {1149--1170},
     year = {2020},
     bibtex_show = {true},
     abbr = {VLDBJ}
   }

2019

2018

1. VLDBJ

   PACE: a PAth-CEntric paradigm for stochastic path finding

   Bin Yang, Jian Dai, Chenjuan Guo, Christian S. Jensen, and Jilin Hu

   VLDB J. 2018

   Bib

   @article{DBLP:journals/vldb/YangDGJH18,
     author = {Yang, Bin and Dai, Jian and Guo, Chenjuan and Jensen, Christian S. and Hu, Jilin},
     title = {{PACE:} a PAth-CEntric paradigm for stochastic path finding},
     journal = {{VLDB} J.},
     volume = {27},
     number = {2},
     pages = {153--178},
     year = {2018},
     bibtex_show = {true},
     abbr = {VLDBJ}
   }

2. VLDBJ

   Risk-aware path selection with time-varying, uncertain travel costs: a time series approach

   Jilin Hu , Bin Yang, Chenjuan Guo, and Christian S. Jensen

   VLDB J. 2018

   Bib PDF

   @article{DBLP:journals/vldb/HuYGJ18,
     author = {Hu, Jilin and Yang, Bin and Guo, Chenjuan and Jensen, Christian S.},
     title = {Risk-aware path selection with time-varying, uncertain travel costs: a time series approach},
     journal = {{VLDB} J.},
     volume = {27},
     number = {2},
     pages = {179--200},
     year = {2018},
     bibtex_show = {true},
     abbr = {VLDBJ},
     selected = {true},
     pdf = {https://link.springer.com/article/10.1007/s00778-018-0494-9}
   }

2017

1. GeoInformatica

   Enabling time-dependent uncertain eco-weights for road networks

   Jilin Hu , Bin Yang, Christian S. Jensen, and Yu Ma

   GeoInformatica 2017

   Bib PDF

   @article{DBLP:journals/geoinformatica/HuYJM17,
     author = {Hu, Jilin and Yang, Bin and Jensen, Christian S. and Ma, Yu},
     title = {Enabling time-dependent uncertain eco-weights for road networks},
     journal = {GeoInformatica},
     volume = {21},
     number = {1},
     pages = {57--88},
     year = {2017},
     pdf = {GeoInfo.pdf},
     bibtex_show = {true},
     abbr = {GeoInformatica},
     selected = {true}
   }

2016