Huang, Qihe

15 publications

ICLR 2026 Enabling Arbitrary Inference in Spatio-Temporal Dynamic Systems: A Physics-Inspired Perspective Yan Ge, Zhengyang Zhou, Qihe Huang, Yuxuan Liang, Yang Wang

ICLR 2026 PHAT: Modeling Period Heterogeneity for Multivariate Time Series Forecasting Jiaming Ma, Qihe Huang, Haofeng Ma, Guanjun Wang, Sheng Huang, Zhengyang Zhou, Pengkun Wang, Xu Wang, Binwu Wang, Yang Wang

ICLR 2026 STORM: Synergistic Cross-Scale Spatio-Temporal Modeling for Weather Forecasting Qihe Huang, Zhengyang Zhou, Yangze Li, Jiaming Ma, Kuo Yang, Binwu Wang, Xu Wang, Yang Wang

ICML 2025 Enhancing Graph Invariant Learning from a Negative Inference Perspective Kuo Yang, Zhengyang Zhou, Qihe Huang, Wenjie Du, Limin Li, Wu Jiang, Yang Wang

NeurIPS 2025 Many Minds, One Goal: Time Series Forecasting via Sub-Task Specialization and Inter-Agent Cooperation Qihe Huang, Zhengyang Zhou, Yangze Li, Kuo Yang, Binwu Wang, Yang Wang

NeurIPS 2025 MoFo: Empowering Long-Term Time Series Forecasting with Periodic Pattern Modeling Jiaming Ma, Binwu Wang, Qihe Huang, Guanjun Wang, Pengkun Wang, Zhengyang Zhou, Yang Wang

IJCAI 2025 Revealing Concept Shift in Spatio-Temporal Graphs via State Learning Kuo Yang, Yunhe Guo, Qihe Huang, Zhengyang Zhou, Yang Wang

ICML 2025 SynEVO: A Neuro-Inspired Spatiotemporal Evolutional Framework for Cross-Domain Adaptation Jiayue Liu, Zhongchao Yi, Zhengyang Zhou, Qihe Huang, Kuo Yang, Xu Wang, Yang Wang

ICML 2025 TimeBase: The Power of Minimalism in Efficient Long-Term Time Series Forecasting Qihe Huang, Zhengyang Zhou, Kuo Yang, Zhongchao Yi, Xu Wang, Yang Wang

NeurIPS 2024 Get Rid of Isolation: A Continuous Multi-Task Spatio-Temporal Learning Framework Zhongchao Yi, Zhengyang Zhou, Qihe Huang, Yanjiang Chen, Liheng Yu, Xu Wang, Yang Wang

AAAI 2024 HDMixer: Hierarchical Dependency with Extendable Patch for Multivariate Time Series Forecasting Qihe Huang, Lei Shen, Ruixin Zhang, Jiahuan Cheng, Shouhong Ding, Zhengyang Zhou, Yang Wang

NeurIPS 2024 Improving Generalization of Dynamic Graph Learning via Environment Prompt Kuo Yang, Zhengyang Zhou, Qihe Huang, Limin Li, Yuxuan Liang, Yang Wang

IJCAI 2024 LeRet: Language-Empowered Retentive Network for Time Series Forecasting Qihe Huang, Zhengyang Zhou, Kuo Yang, Gengyu Lin, Zhongchao Yi, Yang Wang

NeurIPS 2023 CrossGNN: Confronting Noisy Multivariate Time Series via Cross Interaction Refinement Qihe Huang, Lei Shen, Ruixin Zhang, Shouhong Ding, Binwu Wang, Zhengyang Zhou, Yang Wang

ICLR 2023 GReTo: Remedying Dynamic Graph Topology-Task Discordance via Target Homophily Zhengyang Zhou, Qihe Huang, Gengyu Lin, Kuo Yang, Lei Bai, Yang Wang