Author

Jun-Yu Dong

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#artificial intelligence Preprint Oct 2026

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

This work forms forecasting as conditional numerical generation: historical SST and anomaly sequences, date-aligned environmental records, and static ocean knowledge form a textual context, while regional spatial state is supplied through continuous graph-derived prefixes.

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