On Evaluating the Predictability of Sea Surface Temperature Using Entropy. - Chang Jin; Han Peng; Hanchen Yang 002; Wengen Li; Jihong Guan (Remote. Sens., 2023)

HiGRN: A Hierarchical Graph Recurrent Network for Global Sea Surface Temperature Prediction. - Hanchen Yang 002; Wengen Li; Siyun Hou; Jihong Guan; Shuigeng Zhou (ACM Trans. Intell. Syst. Technol., 2023)

Inductive Spatial Temporal Prediction Under Data Drift with Informative Graph Neural Network. - Jialun Zheng; Divya Saxena; Jiannong Cao 001; Hanchen Yang 002; Penghui Ruan (DASFAA (1), 2024)

UniOcean: A Unified Framework for Predicting Multiple Ocean Factors of Varying Temporal Scales. - Hanchen Yang 002; Yuwei Chen; Jiannong Cao 001; Wengen Li; Yu Yang 012; Shuyu Wang; Jihong Guan; Rufu Qin; Shuigeng Zhou (IEEE Trans. Geosci. Remote. Sens., 2024)

CausalFormer: An Interpretable Transformer for Temporal Causal Discovery (Extended Abstract). - Lingbai Kong; Wengen Li; Hanchen Yang 002; Yichao Zhang 001; Jihong Guan; Shuigeng Zhou (ICDE, 2025)

STDMamba: Spatiotemporal Decomposition Mamba for Long-Term Fine-Grained SST Prediction. - Xudong Jiang 001; Shuyu Wang; Wengen Li; Hanchen Yang 002; Jihong Guan; Yichao Zhang 001; Shuigeng Zhou (IEEE Trans. Geosci. Remote. Sens., 2025)

LLM4HRS: LLM-Based Spatiotemporal Imputation Model for Highly Sparse Remote Sensing Data. - Shuyu Wang; Wengen Li; Hanchen Yang 002; Jihong Guan; Xiwei Liu; Yichao Zhang 001; Rufu Qin; Shuigeng Zhou (IEEE Trans. Geosci. Remote. Sens., 2025)

SH_Traffic. - Lingbai Kong; Hanchen Yang 002; Wengen Li; Yichao Zhang 001; Jihong Guan; Shuigeng Zhou (IEEE DataPort, 2025)

CausalFormer: An Interpretable Transformer for Temporal Causal Discovery. - Lingbai Kong; Wengen Li; Hanchen Yang 002; Yichao Zhang 001; Jihong Guan; Shuigeng Zhou (IEEE Trans. Knowl. Data Eng., 2025)

Traffexplainer: A Framework Toward GNN-Based Interpretable Traffic Prediction. - Lingbai Kong; Hanchen Yang 002; Wengen Li; Yichao Zhang 001; Jihong Guan; Shuigeng Zhou (IEEE Trans. Artif. Intell., 2025)

DP-DGAD: A Generalist Dynamic Graph Anomaly Detector with Dynamic Prototypes. - Jialun Zheng; Jie Liu 022; Jiannong Cao 001; Xiao Wang 017; Hanchen Yang 002; Yankai Chen 001; Philip S. Yu (CoRR, 2025)

Cross-Region Graph Convolutional Network with Periodicity Shift Adaptation for Wide-Area SST Prediction. - Han Peng; Wengen Li; Chang Jin; Yichao Zhang 001; Jihong Guan; Hanchen Yang 002; Shuigeng Zhou (ACM Trans. Intell. Syst. Technol., 2025)

Spatial-Temporal Data Mining for Ocean Science: Data, Methodologies and Opportunities. - Hanchen Yang 002; Jiannong Cao 001; Wengen Li; Shuyu Wang; Hui Li 121; Jihong Guan; Shuigeng Zhou (ACM Trans. Knowl. Discov. Data, 2025)

Towards Robust and Interpretable Spatial-Temporal Graph Modeling for Traffic Prediction. - Hanchen Yang 002; Jiannong Cao 001; Wengen Li; Yu Yang 012; Xiaoyi Li; Lingbai Kong; Yichao Zhang 001; Jihong Guan; Shuigeng Zhou (ACM Trans. Knowl. Discov. Data, 2025)

Mining Intrinsic Rewards from LLM Hidden States for Efficient Best-of-N Sampling. - Jizhou Guo; Zhaomin Wu; Hanchen Yang 002; Philip S. Yu (KDD (1), 2026)

DP-DGAD: A Generalist Dynamic Graph Anomaly Detector with Dynamic Prototypes. - Jialun Zheng; Jie Liu 044; Jiannong Cao 001; Xiao Wang 017; Hanchen Yang 002; Yankai Chen 001 (WWW, 2026)

PiFormer: Towards Subseasonal SST Prediction with Spatial-Patched Inverted Transformer. - Mingrui Zhang; Hanchen Yang 002; Wengen Li; Xudong Jiang 001; Jihong Guan; Yichao Zhang 001; Shuigeng Zhou (Expert Syst. Appl., 2026)

One Pass for All: A Discrete Diffusion Model for Knowledge Graph Triple Set Prediction. - Jihong Guan; Jiaqi Wang; Wengen Li; Hanchen Yang 002; Yichao Zhang 001; Shuigeng Zhou (CoRR, 2026)

AdaMamba: Adaptive Frequency-Gated Mamba for Long-Term Time Series Forecasting. - Xudong Jiang 001; Mingshan Loo; Hanchen Yang 002; Wengen Li; Mingrui Zhang; Yichao Zhang 001; Jihong Guan; Shuigeng Zhou (CoRR, 2026)

SSDA: Bridging Spectral and Structural Gaps via Dual Adaptation for Vision-Based Time Series Forecasting. - Mingrui Zhang; Hanchen Yang 002; Wengen Li; Xudong Jiang 001; Yichao Zhang 001; Jihong Guan; Shuigeng Zhou (CoRR, 2026)

OKG-LLM: Aligning Ocean Knowledge Graph With Observation Data via LLMs for Global Sea Surface Temperature Prediction. - Hanchen Yang 002; Jiaqi Wang; Jiannong Cao 001; Wengen Li; Jialun Zheng; Yangning Li; Chunyu Miao; Jihong Guan; Shuigeng Zhou; Philip S. Yu (IEEE Trans. Knowl. Data Eng., 2026)