Physics-Informed Long-Sequence Spatiotemporal Forecasting with Multi-Resolution Data Chuizheng Meng, Hao Niu, Guillaume Habault, Roberto Legaspi, Shinya Wada, Chihiro Ono, Yan Liu The 31th International Joint Conference on Artificial Intelligence (IJCAI), 2022. [ PDF][ Code]
Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling Chuizheng Meng, Sirisha Rambhatla, Yan Liu ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2021. [ PDF][ Code]
Physics-aware Spatiotemporal Modules with Auxiliary Tasks for Meta-Learning
Sungyong Seo, Chuizheng Meng, Sirisha Rambhatla, Yan Liu The 30th International Joint Conference on Artificial Intelligence (IJCAI), 2021. [ PDF]
Physics-aware Difference Graph Networks for Sparsely-Observed Dynamics
Sungyong Seo*, Chuizheng Meng*, Yan Liu (*equal contribution) International Conference on Learning Representations (ICLR), 2020. [ PDF][ Code]
Journal Papers
Interpretability and fairness evaluation of deep learning models on MIMIC-IV dataset Chuizheng Meng*, Loc Trinh*, Nan Xu*, James Enouen, Yan Liu (*equal contribution) Scientific Reports, 2022. [ PDF]
Benchmarking deep learning models on large healthcare datasets
Sanjay Purushotham*, Chuizheng Meng*, Zhengping Che, Yan Liu (*equal contribution) Journal of Biomedical Informatics, 2018. [ PDF][ Code]
Trust Relationship Prediction in Alibaba E-Commerce Platform
Yukuo Cen, Jing Zhang, Gaofei Wang, Yujie Qian, Chuizheng Meng, Zonghong Dai, Hongxia Yang, Jie Tang IEEE Transactions on Knowledge and Data Engineering, 2019. [ PDF]
Workshop Papers
Structure-informed Graph Auto-encoder for Relational Inference and Simulation
Yaguang Li, Chuizheng Meng, Cyrus Shahabi and Yan Liu ICML Workshops on Learning and Reasoning with Graph-Structured Representations, 2019. [ PDF]
Preprints
When Physics Meets Machine Learning: A Survey of Physics-Informed Machine Learning Chuizheng Meng, Sungyong Seo, Defu Cao, Sam Griesemer, Yan Liu arXiv:2203.16797 . [ PDF]
MIMIC-IF: Interpretability and Fairness Evaluation of Deep Learning Models on MIMIC-IV Dataset Chuizheng Meng*, Loc Trinh*, Nax Xu*, Yan Liu (*equal contribution) arXiv:2102.06761 . [ PDF]