Awesome-ST-LLM-Papers

Survey

• [arXiv 2023] Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook [paper]

Survey of GNN-LLM

• [arXiv 2023] Large Language Models on Graphs: A Comprehensive Survey. [paper][GitHub][解读]
• [arXiv 2023] A survey of graph meets large language model: Progress and future directions. [paper][GitHub][解读]
• [arXiv 2023] Towards Graph Foundation Models: A Survey and Beyond. [paper][解读]

ST-LLM

• [arXiv 2024] Spatial-Temporal Large Language Model for Traffic Prediction [paper]

Pre-Training

• [arXiv 2023] GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks [paper][code][解读]

Other Resources

• LLM4TS [GitHub]