add LLM4RGNN

README.md

@@ -467,6 +467,16 @@ With the help of LLMs, there has been a notable shift in the way we interact wit
    <p align="center"><em>The framework of Sun et al.</em></p>
    </details>
 
+### LLM for Robustness 
+
+- (_2024.08_) [Arxiv' 2024] **Can Large Language Models Improve the Adversarial Robustness of Graph Neural Networks?** [[Paper](https://arxiv.org/pdf/2408.08685)]
+   <details close>
+   <summary>LLM4RGNN</summary>
+   <p align="center"><img width="75%" src="Figures/LLM4RGNN.jpg" /></p>
+   <p align="center"><em>The framework of LLM4RGNN.</em></p>
+   </details>
+
+
 ## Other Repos
 
 We note that several repos also summarize papers on the integration of LLMs and graphs. However, we differentiate ourselves by organizing these papers leveraging a new and more granular taxonomy. We recommend researchers to explore some repositories for a comprehensive survey.