Zixin Jiang — accepted AI-conference papers

2026

Domain-Informed Graph Neural Networks for Climate Factor Forecasting to Support Sustainable Crop Management

Ziyue Sun, Zixin Jiang, Chenkai Xu, Xinggao Liu

IJCAI 2026

Forecasting climate factors is critical for anticipating agro-climatic risks and enabling sustainable crop management. However, accurate prediction remains challenging due to complex spatiotemporal variability, heterogeneous seasonal patterns, and intricate interdependencies among climate variables.

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2026

SFCo-Nav: Efficient Zero-Shot Visual Language Navigation Via Collaboration of Slow LLM and Fast Attributed Graph Alignment

Chaoran Xiong, Litao Wei, Xinhao Hu, Kehui Ma, Ziyi Xia, Zixin Jiang +2

ICRA 2026poster

Recent advances in large vision-language models (VLMs) and large language models (LLMs) have enabled zero-shot approaches to Visual Language Navigation (VLN), where an agent follows natural language instructions using only ego perception and reasoning. However, existing zero‑shot methods typically c…

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