ARROW: An Adaptive Rollout and Routing Method for Global Weather Forecasting

🧑‍💻 Jindong Tian, Yifei Ding, Ronghui Xu, Hao Miao, Chenjuan Guo, Bin Yang

🏛️ International Conference on Learning Representations (ICLR), 2026.

[论文] [代码] [解读]

Air Quality Prediction with Physics-Guided Dual Neural ODEs in Open Systems

🧑‍💻 Jindong Tian, Yuxuan Liang, Ronghui Xu, Peng Chen, Chenjuan Guo, Aoying Zhou, Lujia Pan, Zhongwen Rao, Bin Yang

🏛️ International Conference on Learning Representations (ICLR), 2025.

[论文] [代码] [解读]

TiWeaver: Unified Temporal Dynamics Modeling via Contextual Patching

🧑‍💻 Zhe Li, Jindong Tian, Hao Miao, Zhi Lei, Chenjuan Guo, Bin Yang

🏛️ ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2026. Oral.

[论文] [代码]

Pivot-Centric Trajectory Prediction: Bridging Long Horizons via Dynamical Guidance

🧑‍💻 Xiucong Zhao, Jindong Tian, Hao Miao

🏛️ International Joint Conference on Artificial Intelligence (IJCAI), 2026. Oral.

[论文] [代码]

FinD3: A Dual 3D State Space Model with Dynamic Hypergraph for Financial Stock Prediction

🧑‍💻 Jieyuan Mei, Jindong Tian, Ronghui Xu, Hanyue Wei, Chenjuan Guo, Bin Yang

🏛️ ACM International Conference on Information and Knowledge Management (CIKM), 2025.

[论文] [代码]

MoST: A Foundation Model for Multi-modality Spatio-temporal Traffic Prediction

🧑‍💻 Ronghui Xu, Jihao Chen, Jindong Tian, Chenjuan Guo, Bin Yang

🏛️ ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2026.

[论文] [代码]

Physics-Guided Dual Neural ODEs with Bidirectional Information Exchange for Air Quality Prediction

🧑‍💻 Jiaxu Feng, Jindong Tian, Yan Cen, Xinyuan Wei, Yun Xiong, Bin Yang

🏛️ NeurIPS 2025 UrbanAI Workshop. Oral.

[论文] [代码]