autogen/website/docs/Research.md

102 lines
4.5 KiB
Markdown
Raw Normal View History

2023-08-30 16:50:59 -04:00
# Research
2023-08-31 15:37:45 +00:00
For technical details, please check our technical report and research publications.
2023-08-30 16:50:59 -04:00
2023-09-01 17:55:32 -04:00
* [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.
2023-08-30 16:50:59 -04:00
```bibtex
@inproceedings{wu2023autogen,
2023-09-19 12:38:26 +00:00
title={AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework},
2023-08-30 16:50:59 -04:00
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}
}
```
2023-08-31 15:37:45 +00:00
2023-09-23 22:06:52 +00:00
* [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.
2023-08-31 15:37:45 +00:00
```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},
2023-09-23 22:06:52 +00:00
booktitle={AutoML'23},
2023-08-31 15:37:45 +00:00
}
```
2023-09-08 09:42:55 -04:00
* [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. ArXiv preprint arXiv:2402.09015 (2024).
```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}
}
```
* [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}
}
```