Author

Yanwei Yu

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#artificial intelligence Preprint Oct 2026

Textual Environmental Context and Spatial Graphs for LLM-Based Regional SST Forecasting

Sea surface temperature (SST) forecasting depends on local temporal persistence, regional spatial dependence, and environmental conditions that evolve with the forecast date. We study how these heterogeneous conditions can be presented to a large language model (LLM) for regional multi-step forecasting without serializ...

Xiong Li, Xiao-Wei Zhou, Yan-Wei Yu et al. · 0 citations

Conference Open access Sep 2026

Dual-Channel Hybrid Graph Neural Network for Mobility Social Relationship Inference

A novel Dual-Channel Hybrid Graph Neural Network (HyGNN) that jointly models temporal dynamics and high-order structural dependencies and robustly captures the nonlinear interplay between mobility and sociality.

Liang Chen, Xiang Li, Gui-Yuan Jiang et al. · Proceedings of the Thirty-Fi... · 0 citations