Publications
A collection of my research work.
WeatherSyn: An Instruction Tuning MLLM For Weather Forecasting Report Generation
Zinan Zheng, Yang Liu, Nuo Chen, Juepeng Zheng, Hong Cheng, Jia Li
ICML 2026
ChannelMTS: A Multi-modal Time-Series Framework for High-Speed Railway Channel Prediction
Haihong Zhao, Zinan Zheng, Chenyi Zi, Jia Li
SIGKDD 2026
Mesh interpolation graph network for dynamic and spatially irregular global weather forecasting
Zinan Zheng, Yang Liu, Jia Li
NeurIPS 2026
XQueryer: an intelligent crystal structure identifier for powder X-ray diffraction
Bin Cao, Zinan Zheng, Yang Liu, Longhan Zhang, Lawrence WY Wong, Lu-Tao Weng, Jia Li, Haoxiang Li, Tong-Yi Zhang
National Science Review 2025
Cirt: Global subseasonal-to-seasonal forecasting with geometry-inspired transformer
Yang Liu†, Zinan Zheng†, Jiashun Cheng, Fugee Tsung, Deli Zhao, Yu Rong, Jia Li
ICLR 2025
SimXRD-4M: big simulated X-ray diffraction data and crystal symmetry classification benchmark
Bin Cao†, Yang Liu†, Zinan Zheng†, Ruifeng Tan, Jia Li, Tong-yi Zhang
ICLR 2025
Equivariant and invariant message passing for global subseasonal-to-seasonal forecasting
Yang Liu, Zinan Zheng, Yu Rong, Deli Zhao, Hong Cheng, Jia Li
SIGKDD 2025
Breaking language barriers in multilingual mathematical reasoning: Insights and observations
Nuo Chen, Zinan Zheng, Ning Wu, Ming Gong, Dongmei Zhang, Jia Li
EMNLP 2024
Relaxing continuous constraints of equivariant graph neural networks for broad physical dynamics learning
Zinan Zheng, Yang Liu, Jia Li, Jianhua Yao, Yu Rong
SIGKDD 2024
Equivariant graph learning for high-density crowd trajectories modeling
Yang Liu, Zinan Zheng, Yu Rong, Jia Li
TMLR 2024