Update README.md

README.md

@@ -137,7 +137,7 @@ Users should be made aware of the risks, biases and limitations of the dataset.
 **APA:**
 
 ```
-Ma, T., Qian, Y., Zhang, Z., Wang, Z., Qian, X., Bai, F., ... Ye, Y. (2025). AutoData: A multi-agent system for open web data collection. In H. Larochelle, M. Ranzato, R. Hadsell, M. Balcan, & H. Lin (Eds.), Advances in Neural Information Processing Systems
+Ma, T., Qian, Y., Zhang, Z., Wang, Z., Qian, X., Bai, F., ... & Ye, Y. (2025). AutoData: A Multi-Agent System for Open Web Data Collection. arXiv preprint arXiv:2505.15859.
 ```
 
 ## Glossary [optional]