diff --git a/README.md b/README.md
index 1249f095831efcb9333486d75d0dd1a9002aec66..f362d5c4c2f0210d0bd8a8de6424088250acab12 100644
--- a/README.md
+++ b/README.md
@@ -149,13 +149,12 @@ Many models are available at the following URLs:
 
 ## Generative Autonomous Agents
 
-- **A Survey on Large Language Model Based Autonomous Agents** Lei Wang, Chen
+- **[A Survey on Large Language Model Based Autonomous Agents](https://arxiv.org/abs/2308.11432)** Lei Wang, Chen
   Ma, Xueyang Feng, Zeyu Zhang, Hao Yang, Jingsen Zhang, Zhiyuan Chen, Jiakai
   Tang, Xu Chen, Yankai Lin, Wayne Xin Zhao, Zhewei Wei, Jirong Wen (2024)*
   Published in *Frontiers of Computer Science* (Volume 18, Issue 6, Pages
   186345) Publisher: Springer
 
-
 - **[HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging
   Face](https://papers.nips.cc/paper/2023/hash/38154-hugginggpt-solving-ai-tasks-with-chatgpt-and-its-friends-in-hugging-face.pdf)**
   *Yongliang Shen, Kaitao Song, Xu Tan, Dongsheng Li, Weiming Lu, Yueting Zhuang
@@ -171,6 +170,11 @@ Many models are available at the following URLs:
     Published on *arXiv*
 
 
+-  **[Large language models as simulated economic agents: What can we learn from
+   homo silicus?](https://www.nber.org/papers/w31122)** Horton, J. J. (2023).
+   National Bureau of Economic Research.   
+
+
 ### Generative Autonomous Agents on the shelf
 
 - [LangChain](https://www.langchain.com) is an open-source framework for