Update AgentOptimizer BibTeX (microsoft#2578)

* update paper

* update

---------

Co-authored-by: “skzhang1” <“shaokunzhang529@gmail.com”>
Co-authored-by: Jieyu Zhang <jieyuz2@cs.washington.edu>

README.md

@@ -266,6 +266,17 @@ In addition, you can find:
 }
 ```
 
+[AgentOptimizer](https://arxiv.org/pdf/2402.11359)
+
+```
+@article{zhang2024training,
+  title={Training Language Model Agents without Modifying Language Models},
+  author={Zhang, Shaokun and Zhang, Jieyu and Liu, Jiale and Song, Linxin and Wang, Chi and Krishna, Ranjay and Wu, Qingyun},
+  journal={ICML'24},
+  year={2024}
+}
+```
+
 <p align="right" style="font-size: 14px; color: #555; margin-top: 20px;">
   <a href="#readme-top" style="text-decoration: none; color: blue; font-weight: bold;">
     ↑ Back to Top ↑

website/docs/Research.md

@@ -61,16 +61,14 @@ For technical details, please check our technical report and research publicatio
 }
 ```
 
-* [Training Language Model Agents without Modifying Language Models](https://arxiv.org/abs/2402.11359). Shaokun Zhang, Jieyu Zhang, Jiale Liu, Linxin Song, Chi Wang, Ranjay Krishna, Qingyun Wu. ArXiv preprint arXiv:2402.09015 (2024).
+* [Training Language Model Agents without Modifying Language Models](https://arxiv.org/abs/2402.11359). Shaokun Zhang, Jieyu Zhang, Jiale Liu, Linxin Song, Chi Wang, Ranjay Krishna, Qingyun Wu. ICML'24.
 
 ```bibtex
 @misc{zhang2024agentoptimizer,
       title={Training Language Model Agents without Modifying Language Models},
       author={Shaokun Zhang and Jieyu Zhang and Jiale Liu and Linxin Song and Chi Wang and Ranjay Krishna and Qingyun Wu},
       year={2024},
-      eprint={2402.11359},
-      archivePrefix={arXiv},
-      primaryClass={cs.AI}
+      booktitle={ICML'24},
 }
 ```