Global maritime logistics resilience amid trade conflicts: forecasting port risk and identifying critical roles via spatiotemporal graph neural networks

• Jia ShiNingbo University of Technology
• Jinyu XuShenzhen University
• Haiwei FuNingbo University of Technology
• Jihong ChenShenzhen University
• Weipan ZhangJiangxi University of Finance and Economics
• Jun YeNingbo University of Finance & Economics
• Xizhi ChenShenzhen University