autogen/website/docs/Research.md
# Research  For technical details, please check our technical report and research publications.  * [AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework](https://arxiv.org/abs/2308.08155). Qingyun Wu, Gagan Bansal, Jieyu Zhang, Yiran Wu, Shaokun Zhang, Erkang Zhu, Beibin Li, Li Jiang, Xiaoyun Zhang and Chi Wang. ArXiv 2023.  ```bibtex @inproceedings{wu2023autogen,       title={AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework},       author={Qingyun Wu and Gagan Bansal and Jieyu Zhang and Yiran Wu and Shaokun Zhang and Erkang Zhu and Beibin Li and Li Jiang and Xiaoyun Zhang and Chi Wang},       year={2023},       eprint={2308.08155},       archivePrefix={arXiv},       primaryClass={cs.AI} } ```  * [Cost-Effective Hyperparameter Optimization for Large Language Model Generation Inference](https://arxiv.org/abs/2303.04673). Chi Wang, Susan Xueqing Liu, Ahmed H. Awadallah. AutoML'23.  ```bibtex @inproceedings{wang2023EcoOptiGen,     title={Cost-Effective Hyperparameter Optimization for Large Language Model Generation Inference},     author={Chi Wang and Susan Xueqing Liu and Ahmed H. Awadallah},     year={2023},     booktitle={AutoML'23}, } ```  * [An Empirical Study on Challenging Math Problem Solving with GPT-4](https://arxiv.org/abs/2306.01337). Yiran Wu, Feiran Jia, Shaokun Zhang, Hangyu Li, Erkang Zhu, Yue Wang, Yin Tat Lee, Richard Peng, Qingyun Wu, Chi Wang. ArXiv preprint arXiv:2306.01337 (2023).  ```bibtex @inproceedings{wu2023empirical,     title={An Empirical Study on Challenging Math Problem Solving with GPT-4},     author={Yiran Wu and Feiran Jia and Shaokun Zhang and Hangyu Li and Erkang Zhu and Yue Wang and Yin Tat Lee and Richard Peng and Qingyun Wu and Chi Wang},     year={2023},     booktitle={ArXiv preprint arXiv:2306.01337}, } ```  * [EcoAssistant: Using LLM Assistant More Affordably and Accurately](https://arxiv.org/abs/2310.03046). Jieyu Zhang, Ranjay Krishna, Ahmed H. Awadallah, Chi Wang. ArXiv preprint arXiv:2310.03046 (2023).  ```bibtex @inproceedings{zhang2023ecoassistant,     title={EcoAssistant: Using LLM Assistant More Affordably and Accurately},     author={Zhang, Jieyu and Krishna, Ranjay and Awadallah, Ahmed H and Wang, Chi},     year={2023},     booktitle={ArXiv preprint arXiv:2310.03046}, } ```  * [Towards better Human-Agent Alignment: Assessing Task Utility in LLM-Powered Applications](https://arxiv.org/abs/2402.09015). Negar Arabzadeh, Julia Kiseleva, Qingyun Wu, Chi Wang, Ahmed Awadallah, Victor Dibia, Adam Fourney, Charles Clarke. ArXiv preprint arXiv:2402.09015 (2024).  ```bibtex @misc{Kiseleva2024agenteval,       title={Towards better Human-Agent Alignment: Assessing Task Utility in LLM-Powered Applications},       author={Negar Arabzadeh and Julia Kiseleva and Qingyun Wu and Chi Wang and Ahmed Awadallah and Victor Dibia and Adam Fourney and Charles Clarke},       year={2024},       eprint={2402.09015},       archivePrefix={arXiv},       primaryClass={cs.CL} } ```  * [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},       booktitle={ICML'24}, } ```  * [AutoDefense: Multi-Agent LLM Defense against Jailbreak Attacks](https://arxiv.org/abs/2403.04783). Yifan Zeng, Yiran Wu, Xiao Zhang, Huazheng Wang, Qingyun Wu. ArXiv preprint arXiv:2403.04783 (2024).  ```bibtex @misc{zeng2024autodefense,       title={AutoDefense: Multi-Agent LLM Defense against Jailbreak Attacks},       author={Yifan Zeng and Yiran Wu and Xiao Zhang and Huazheng Wang and Qingyun Wu},       year={2024},       eprint={2403.04783},       archivePrefix={arXiv},       primaryClass={cs.LG} } ```  * [StateFlow: Enhancing LLM Task-Solving through State-Driven Workflows](https://arxiv.org/abs/2403.11322). Yiran Wu, Tianwei Yue, Shaokun Zhang, Chi Wang, Qingyun Wu. ArXiv preprint arXiv:2403.11322 (2024).  ```bibtex @misc{wu2024stateflow,         title={StateFlow: Enhancing LLM Task-Solving through State-Driven Workflows},         author={Yiran Wu and Tianwei Yue and Shaokun Zhang and Chi Wang and Qingyun Wu},         year={2024},         eprint={2403.11322},         archivePrefix={arXiv},         primaryClass={cs.CL} } ``` 