Publications
A collection of my research work.
Advanced Global Wildfire Activity Modeling with Hierarchical Graph ODE
Fan Xu, Wei Gong, Hao Wu, Lilan Peng, Nan Wang, Qingsong Wen, Xian Wu†, Kun Wang, Xibin Zhao†
SIGKDD Conference on Knowledge Discovery and Data Mining · 2026 （CCF A）
PnP-Corrector: A Universal Correction Framework for Coupled Spatiotemporal Forecasting
Hao Wu*, Fan Xu*, Yuxu Lu, Penghao Zhao, Fan Zhang, Hao Jia, Yuxuan Liang, Ruijian Gou, Qingsong Wen, Xian Wu, others
International Conference on Machine Learning · 2026 （CCF A）
Neuralom: Neural ocean model for subseasonal-to-seasonal simulation
Yuan Gao, Hao Wu, Fan Xu, Yanfei Xiang, Ruijian Gou, Ruiqi Shu, Qingsong Wen, Xian Wu, Kun Wang, Xiaomeng Huang†
Proceedings of the AAAI Conference on Artificial Intelligence · 2026 （CCF A）
Differential-Integral Neural Operator for Long-Term Turbulence Forecasting
Hao Wu*, Yuan Gao*, Fan Xu*, Fan Zhang, Qingsong Wen, Kun Wang, Xiaomeng Huang†, Xian Wu†
SIGKDD Conference on Knowledge Discovery and Data Mining · 2026 （CCF A）
Breaking Model Lock-in: Cost-Efficient Zero-Shot LLM Routing via a Universal Latent Space
Cheng Yan, Wuyang Zhang, Zhiyuan Ning, Fan Xu, Ziyang Tao, Lu Zhang, Bing Yin, Yanyong Zhang
Proceedings of the AAAI Conference on Artificial Intelligence · 2026 （CCF A）
RoboAlign-R1: Distilled Multimodal Reward Alignment for Robot Video World Models
Hao Wu, Yuqi Li, Yuan Gao, Fan Xu†, Fan Zhang, Kun Wang†, Penghao Zhao, Qiufeng Wang, Yizhou Zhao, Weiyan Wang, others
Advances in Neural Information Processing Systems · 2026 （CCF A）
Tyche: One Step Flow for Efficient Probabilistic Weather Forecasting
Fan Xu, Yuan Gao, Kun Wang, Rui Su, Fenghua Ling, Hao Wu†, Wanli Ouyang†
Advances in Neural Information Processing Systems · 2026 （CCF A）
Semantically Complementary Spectral Views Learning for Graph-Level Anomaly Detection
Yuanming Liu*, Fan Xu*, Xibin Zhao, Hai Wan, Junran Wu, Nan Wang, Jiqiang Liu
Advances in Neural Information Processing Systems · 2026 （CCF A）
Breaking the discretization barrier of continuous physics simulation learning
Fan Xu, Hao Wu, Nan Wang, Lilan Peng, Kun Wang, Wei Gong, Xibin Zhao†
Advances in Neural Information Processing Systems · 2025 （CCF A）
OneForecast: A Universal Framework for Global and Regional Weather Forecasting
Yuan Gao, Hao Wu, Ruiqi Shu, huanshuo dong, Fan Xu, Rui Ray Chen, Yibo Yan, Qingsong Wen, Xuming Hu, Kun Wang, Jiahao Wu, Li Qing, Hui Xiong, Xiaomeng Huang
International Conference on Machine Learning · 2025 （CCF A）
Open-CK: A large multi-physics fields coupling benchmarks in combustion kinetics
Zaige Fei*, Fan Xu*, Junyuan Mao, Yuxuan Liang, Qingsong Wen, Kun Wang, Hao Wu†, Yang Wang†
International Conference on Learning Representations · 2025 （CCF A）
Pastnet: Introducing physical inductive biases for spatio-temporal video prediction
Hao Wu*, Fan Xu*, Chong Chen, Xian-Sheng Hua, Xiao Luo†, Haixin Wang†
Proceedings of the 32nd ACM international conference on multimedia · 2024 （CCF A）
Pure: Prompt evolution with graph ode for out-of-distribution fluid dynamics modeling
Hao Wu, Changhu Wang, Fan Xu, Jinbao Xue, Chong Chen, Xian-Sheng Hua, Xiao Luo†
Advances in Neural Information Processing Systems · 2024 （CCF A）
Revisiting graph-based fraud detection in sight of heterophily and spectrum
Fan Xu, Nan Wang, Hao Wu, Xuezhi Wen, Xibin Zhao†, Hai Wan
Proceedings of the AAAI conference on artificial intelligence · 2024 （CCF A）