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With the rapid advancements in Large Language Models (LLMs), an increasing number of studies have leveraged LLMs as the cognitive core of agents to address complex task decision-making challenges.
Adaptive mixtures of local experts
Robert A. Jacobs, Michael I. Jordan, Steven J. Nowlan, and Geoffrey E. Hinton · 1991
Earlier work this paper cites.
Application of pywinauto in software performance test
HE Bim and WANG Min-shuai · 2014
Earlier work this paper cites.
Chain-of-thought prompting elicits reasoning in large language models
Jason Wei, Xuezhi Wang, Dale Schuurmans, Maarten Bosma, Brian Ichter, Fei Xia, Ed H. Chi, Quoc V. Le, and Denny Zhou · 2022
Earlier work this paper cites.
Josh Achiam, Steven Adler, Sandhini Agarwal, Lama Ahmad, Ilge Akkaya, Florencia Leoni Aleman, Diogo Almeida, Janko Altenschmidt, Sam Altman, Shyamal Anadkat, et al · 2023
Earlier work this paper cites.
Gemini: a family of highly capable multimodal models
Gemini Team, Rohan Anil, Sebastian Borgeaud, Jean-Baptiste Alayrac, Jiahui Yu, Radu Soricut, Johan Schalkwyk, Andrew M Dai, Anja Hauth, Katie Millican, et al · 2023
Earlier work this paper cites.
Camel: communicative agents for "mind" exploration of large language model society
Guohao Li, Hasan Abed Al Kader Hammoud, Hani Itani, Dmitrii Khizbullin, and Bernard Ghanem · 2023
Earlier work this paper cites.
Generative agents: Interactive simulacra of human behavior
Joon Sung Park, Joseph O’Brien, Carrie Jun Cai, Meredith Ringel Morris, Percy Liang, and Michael S Bernstein · 2023
Earlier work this paper cites.
S3: Social-network simulation system with large language model-empowered agents
Chen Gao, Xiaochong Lan, Zhi jie Lu, Jinzhu Mao, Jing Piao, Huandong Wang, Depeng Jin, and Yong Li · 2023
Earlier work this paper cites.
Voyager: An open-ended embodied agent with large language models
Guanzhi Wang, Yuqi Xie, Yunfan Jiang, Ajay Mandlekar, Chaowei Xiao, Yuke Zhu, Linxi (Jim) Fan, and Anima Anandkumar · 2023
Earlier work this paper cites.
Gpt-4v in wonderland: Large multimodal models for zero-shot smartphone gui navigation
An Yan, Zhengyuan Yang, Wanrong Zhu, Kevin Qinghong Lin, Linjie Li, Jianfeng Wang, Jianwei Yang, Yiwu Zhong, Julian J. McAuley, Jianfeng Gao, Zicheng Liu, and Lijuan Wang · 2023
Earlier work this paper cites.
Tree of thoughts: deliberate problem solving with large language models
Shunyu Yao, Dian Yu, Jeffrey Zhao, Izhak Shafran, Thomas L. Griffiths, Yuan Cao, and Karthik Narasimhan · 2023
Cited alongside, same era.
Aligning large multi-modal model with robust instruction tuning
Fuxiao Liu, Kevin Lin, Linjie Li, Jianfeng Wang, Yaser Yacoob, and Lijuan Wang · 2023
Cited alongside, same era.
Detecting and preventing hallucinations in large vision language models
Anish Gunjal, Jihan Yin, and Erhan Bas · 2023
Cited alongside, same era.
Holistic analysis of hallucination in gpt-4v(ision): Bias and interference challenges
Chenhang Cui, Yiyang Zhou, Xinyu Yang, Shirley Wu, Linjun Zhang, James Zou, and Huaxiu Yao · 2023
Cited alongside, same era.
Large language model based multi-agents: a survey of progress and challenges
Taicheng Guo, Xiuying Chen, Yaqi Wang, Ruidi Chang, Shichao Pei, Nitesh V. Chawla, Olaf Wiest, and Xiangliang Zhang · 2024
Mmac-copilot: Multi-modal agent collaboration operating system copilot
Zirui Song, Yaohang Li, Meng Fang, Zhenhao Chen, Zecheng Shi, Yuan Huang, and Ling Chen · 2024
Later among the works it cites.
Dynasaur: Large language agents beyond predefined actions
Dang Nguyen, Viet Dac Lai, Seunghyun Yoon, Ryan Rossi, Handong Zhao, Ruiyi Zhang, Puneet Mathur, Nedim Lipka, Yu Wang, Trung Bui, Franck Dernoncourt, and Tianyi Zhou · 2024
Later among the works it cites.
Huggingface agent
Aymeric Roucher · 2024
Later among the works it cites.
GAIA: a benchmark for general AI assistants
Grégoire Mialon, Clémentine Fourrier, Thomas Wolf, Yann LeCun, and Thomas Scialom · 2024
Later among the works it cites.
ChatDev: Communicative agents for software development
Chen Qian, Wei Liu, Hongzhang Liu, Nuo Chen, Yufan Dang, Jiahao Li, Cheng Yang, Weize Chen, Yusheng Su, Xin Cong, Juyuan Xu, Dahai Li, Zhiyuan Liu, and Maosong Sun · 2024
Later among the works it cites.
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Cited alongside, same era.
MetaGPT: Meta programming for a multi-agent collaborative framework
Sirui Hong, Mingchen Zhuge, Jonathan Chen, Xiawu Zheng, Yuheng Cheng, Jinlin Wang, Ceyao Zhang, Zili Wang, Steven Ka Shing Yau, Zijuan Lin, Liyang Zhou, Chenyu Ran, Lingfeng Xiao, Chenglin Wu, and Jürgen Schmidhuber · 2024
Cited alongside, same era.
Chateval: Towards better LLM-based evaluators through multi-agent debate
Chi-Min Chan, Weize Chen, Yusheng Su, Jianxuan Yu, Wei Xue, Shanghang Zhang, Jie Fu, and Zhiyuan Liu · 2024
Cited alongside, same era.
Playing repeated games with large language models, 2024
Elif Akata, Lion Schulz, Julian Coda-Forno, Seong Joon Oh, Matthias Bethge, and Eric Schulz · 2024
Cited alongside, same era.
Towards general computer control: A multimodal agent for red dead redemption II as a case study
Weihao Tan, Ziluo Ding, Wentao Zhang, Boyu Li, Bohan Zhou, Junpeng Yue, Haochong Xia, Jiechuan Jiang, Longtao Zheng, Xinrun Xu, Yifei Bi, Pengjie Gu, Xinrun Wang, Börje F. Karlsson, Bo An, and Zongqing Lu · 2024
Cited alongside, same era.
Screenagent: A vision language model-driven computer control agent
Runliang Niu, Jindong Li, Shiqi Wang, Yali Fu, Xiyu Hu, Xueyuan Leng, He Kong, Yi Chang, and Qi Wang · 2024
Cited alongside, same era.
A survey on large language model based autonomous agents
Lei Wang, Chen Ma, Xueyang Feng, Zeyu Zhang, Hao Yang, Jingsen Zhang, Zhiyuan Chen, Jiakai Tang, Xu Chen, Yankai Lin, et al
Cited in the paper.
Os-copilot: Towards generalist computer agents with self-improvement
Zhiyong Wu, Chengcheng Han, Zichen Ding, Zhenmin Weng, Zhoumianze Liu, Shunyu Yao, Tao Yu, and Lingpeng Kong
Cited in the paper.
DebateGPT: Fine-tuning large language models with multi-agent debate supervision, 2024
Vighnesh Subramaniam, Antonio Torralba, and Shuang Li · 2024
Later among the works it cites.
Mobile-agent: Autonomous multi-modal mobile device agent with visual perception
Junyang Wang, Haiyang Xu, Jiabo Ye, Ming Yan, Weizhou Shen, Ji Zhang, Fei Huang, and Jitao Sang · 2024
Later among the works it cites.
Encouraging divergent thinking in large language models through multi-agent debate
Tian Liang, Zhiwei He, Wenxiang Jiao, Xing Wang, Yan Wang, Rui Wang, Yujiu Yang, Shuming Shi, and Zhaopeng Tu · 2024
Later among the works it cites.
Magentic-one: A generalist multi-agent system for solving complex tasks
Adam Fourney, Gagan Bansal, Hussein Mozannar, Cheng Tan, Eduardo Salinas, Erkang Zhu, Friederike Niedtner, Grace Proebsting, Griffin Bassman, Jack Gerrits, Jacob Alber, Peter Chang, Ricky Loynd, Robert West, Victor Dibia, Ahmed M. Awadallah, Ece Kamar, Rafah Hosn, and Saleema Amershi · 2024
Later among the works it cites.
Chain-of-discussion: A multi-model framework for complex evidence-based question answering
Mingxu Tao, Dongyan Zhao, and Yansong Feng · 2025
Closest in time.