| 2026 | AAAI | Talk2Image: A Multi-Agent System for Multi-Turn Image Generation and Editing. | Shichao Ma, Yunhe Guo, Jiahao Su, Qihe Huang, Zhengyang Zhou, Yang Wang |
| 2026 | WWW | QuiZSF: A Retrieval-Augmented Framework for Zero-Shot Time Series Forecasting. | Shichao Ma, Zhengyang Zhou, Qihe Huang, Binwu Wang, Yang Wang |
| 2025 | ICML | TimeBase: The Power of Minimalism in Efficient Long-term Time Series Forecasting. | Qihe Huang, Zhengyang Zhou, Kuo Yang, Zhongchao Yi, Xu Wang, Yang Wang |
| 2025 | ICML | 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 |
| 2025 | ICML | Enhancing Graph Invariant Learning from a Negative Inference Perspective. | Kuo Yang, Zhengyang Zhou, Qihe Huang, Wenjie Du, Limin Li, Wu Jiang, Yang Wang |
| 2025 | IJCAI | Revealing Concept Shift in Spatio-Temporal Graphs via State Learning. | Kuo Yang, Yunhe Guo, Qihe Huang, Zhengyang Zhou, Yang Wang |
| 2025 | ICRA | LamPro: Multi-Prototype Representation Learning for Enhanced Visual Pattern Recognition. | Ji Qi, Wei Sun, Qihe Huang, Zhengyang Zhou, Yang Wang |
| 2025 | WWW | Exploiting Language Power for Time Series Forecasting with Exogenous Variables. | Qihe Huang, Zhengyang Zhou, Kuo Yang, Yang Wang |
| 2024 | AAAI | 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 |
| 2024 | IJCAI | LeRet: Language-Empowered Retentive Network for Time Series Forecasting. | Qihe Huang, Zhengyang Zhou, Kuo Yang, Gengyu Lin, Zhongchao Yi, Yang Wang |
| 2023 | ICLR | GReTo: Remedying dynamic graph topology-task discordance via target homophily. | Zhengyang Zhou, Qihe Huang, Gengyu Lin, Kuo Yang, Lei Bai, Yang Wang |
| 2023 | KDD | Maintaining the Status Quo: Capturing Invariant Relations for OOD Spatiotemporal Learning. | Zhengyang Zhou, Qihe Huang, Kuo Yang, Kun Wang, Xu Wang, Yudong Zhang, Yuxuan Liang, Yang Wang |