This talks main refers section 9 of this blog post https://towardsdatascience.com/graph-geometric-ml-in-2024-where-we-are-and-whats-next-part-ii-applications-1ed786f7bf63
It contains discussion of the following paper
- Talk like a graph: https://arxiv.org/abs/2310.04560
- GraphText: https://arxiv.org/abs/2310.01089
- LLM + GNN for knowledge distillation: https://arxiv.org/abs/2402.05894
- Graph neural prompting: https://arxiv.org/abs/2309.15427