GReTo: Remedying dynamic graph topology-task discordance via target homophily. - Zhengyang Zhou; Qihe Huang; Gengyu Lin; Kuo Yang 002; Lei Bai 001; Yang Wang 015 (ICLR, 2023)

EXTRACT and REFINE: Finding a Support Subgraph Set for Graph Representation. - Kuo Yang 002; Zhengyang Zhou; Wei Sun; Pengkun Wang 001; Xu Wang 029; Yang Wang 015 (KDD, 2023)

Maintaining the Status Quo: Capturing Invariant Relations for OOD Spatiotemporal Learning. - Zhengyang Zhou; Qihe Huang; Kuo Yang 002; Kun Wang 056; Xu Wang 029; Yudong Zhang 005; Yuxuan Liang 002; Yang Wang 015 (KDD, 2023)

Towards Learning in Grey Spatiotemporal Systems: A Prophet to Non-consecutive Spatiotemporal Dynamics. - Zhengyang Zhou; Kuo Yang 002; Wei Sun; Binwu Wang; Min Zhou; Yunan Zong; Yang Wang 015 (SDM, 2023)

EMoNet: An environment causal learning for molecule OOD generalization. - Limin Li; Kuo Yang 002; Wenjie Du 003; Zhongchao Yi; Zhengyang Zhou; Yang Wang 015 (BIBM, 2024)

LeRet: Language-Empowered Retentive Network for Time Series Forecasting. - Qihe Huang; Zhengyang Zhou; Kuo Yang 002; Gengyu Lin; Zhongchao Yi; Yang Wang 015 (IJCAI, 2024)

Improving Generalization of Dynamic Graph Learning via Environment Prompt. - Kuo Yang 002; Zhengyang Zhou; Qihe Huang; Limin Li; Yuxuan Liang 002; Yang Wang 015 (NeurIPS, 2024)

ComS2T: A complementary spatiotemporal learning system for data-adaptive model evolution. - Zhengyang Zhou; Qihe Huang; Binwu Wang; Jianpeng Hou; Kuo Yang 002; Yuxuan Liang 002; Yang Wang 015 (CoRR, 2024)

Predicting Collective Human Mobility via Countering Spatiotemporal Heterogeneity. - Zhengyang Zhou; Kuo Yang 002; Yuxuan Liang 002; Binwu Wang; Hongyang Chen 001; Yang Wang 015 (IEEE Trans. Mob. Comput., 2024)

Spatiotemporal Causal Decoupling Model for Air Quality Forecasting. - Jiaming Ma; Guanjun Wang; Sheng Huang; Kuo Yang 002; Binwu Wang; Pengkun Wang 001; Yang Wang 015 (ICASSP, 2025)

TimeBase: The Power of Minimalism in Efficient Long-term Time Series Forecasting. - Qihe Huang; Zhengyang Zhou; Kuo Yang 002; Zhongchao Yi; Xu Wang 029; Yang Wang 015 (ICML, 2025)

SynEVO: A neuro-inspired spatiotemporal evolutional framework for cross-domain adaptation. - Jiayue Liu; Zhongchao Yi; Zhengyang Zhou; Qihe Huang; Kuo Yang 002; Xu Wang 029; Yang Wang 015 (ICML, 2025)

Enhancing Graph Invariant Learning from a Negative Inference Perspective. - Kuo Yang 002; Zhengyang Zhou; Qihe Huang; Wenjie Du 003; Limin Li; Wu Jiang; Yang Wang 015 (ICML, 2025)

Revealing Concept Shift in Spatio-Temporal Graphs via State Learning. - Kuo Yang 002; Yunhe Guo; Qihe Huang; Zhengyang Zhou; Yang Wang 015 (IJCAI, 2025)

Many Minds, One Goal: Time Series Forecasting via Sub-task Specialization and Inter-agent Cooperation. - Qihe Huang; Zhengyang Zhou; Yangze Li; Kuo Yang 002; Binwu Wang; Yang Wang 015 (NeurIPS, 2025)

Do We Really Need GCNs in Traffic Forecasting? A Graph-Less Pure-MLP Architecture. - Yudong Zhang 001; Xu Wang 029; Xuan Yu; Kuo Yang 002; Zhengyang Zhou; Yang Wang 015 (WWW (Companion Volume), 2025)

Exploiting Language Power for Time Series Forecasting with Exogenous Variables. - Qihe Huang; Zhengyang Zhou; Kuo Yang 002; Yang Wang 015 (WWW, 2025)

FedSTG: Breaking through Spatio-Temporal Data Silos with Federated Graph Learning. - Yudong Zhang 005; Xu Wang 029; Xuan Yu; Kuo Yang 002; Zhengyang Zhou; Yang Wang 015 (WWW (Companion Volume), 2025)

Soft causal learning for generalized molecule property prediction: An environment perspective. - Limin Li; Kuo Yang 002; Wenjie Du 003; Pengkun Wang 001; Zhengyang Zhou; Yang Wang 015 (CoRR, 2025)

FairSTG: Countering Performance Heterogeneity via Collaborative Sample-Level Optimization. - Gengyu Lin; Zhengyang Zhou; Qihe Huang; Kuo Yang 002; Shifen Cheng; Yang Wang 015 (IEEE Trans. Mob. Comput., 2025)

MasHost Builds It All: Autonomous Multi-Agent System Directed by Reinforcement Learning. - Kuo Yang 002; Xingjie Yang; Linhui Yu; Qing Xu; Yan Fang; Xu Wang 029; Zhengyang Zhou; Yang Wang 015 (CoRR, 2025)

RayE-Sub: Countering Subgraph Degradation via Perfect Reconstruction. - Kuo Yang 002; Zhengyang Zhou; Xu Wang 029; Pengkun Wang 001; Limin Li; Yang Wang 015 (IEEE Trans. Knowl. Data Eng., 2025)

QuiZSF: An efficient data-model interaction framework for zero-shot time-series forecasting. - Shichao Ma; Zhengyang Zhou; Qihe Huang; Binwu Wang; Kuo Yang 002; Huan Li; Yang Wang 015 (CoRR, 2025)

AgentAsk: Multi-Agent Systems Need to Ask. - Bohan Li 001; Kuo Yang 002; Yingchuan Lai; Yu-Dong Zhang 001; Chen Zhang 007; Guibin Zhang; Xinlei Yu; Miao Yu; Xu Wang 029; Yang Wang 015 (CoRR, 2025)

ComS2T: A Complementary Spatiotemporal Learning System for Data-Adaptive Model Evolution. - Zhengyang Zhou; Qihe Huang; Binwu Wang; Jianpeng Hou; Kuo Yang 002; Yuxuan Liang 002; Yu Zheng 004; Yang Wang 015 (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Soft causal learning for generalized molecule property prediction: An environment modeling perspective. - Limin Li; Zhengyang Zhou; Kuo Yang 002; Wenjie Du 003; Pengkun Wang 001; Yang Wang 015 (Knowl. Inf. Syst., 2025)