OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments （2024.04.11）
Tianbao Xie, Danyang Zhang, Jixuan Chen, Xiaochuan Li, Siheng Zhao, etc
ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models （2024.04.11）
Jinheon Baek, S. Jauhar, Silviu Cucerzan, Sung Ju Hwang
Laser Learning Environment: A new environment for coordination-critical multi-agent tasks （2024.04.04）
Yannick Molinghen, Raphael Avalos, Mark Van Achter, A. Nowé, Tom Lenaerts
AutoWebGLM: Bootstrap And Reinforce A Large Language Model-based Web Navigating Agent （2024.04.04）
Hanyu Lai, Xiao Liu, Iat Long Iong, Shuntian Yao, Yuxuan Chen, etc
MIMIR: A Streamlined Platform for Personalized Agent Tuning in Domain Expertise （2024.04.03）
Chunyuan Deng, Xiangru Tang, Yilun Zhao, Hanming Wang, Haoran Wang, etc
ELITR-Bench: A Meeting Assistant Benchmark for Long-Context Language Models （2024.03.29）
Thibaut Thonet, Jos Rozen, Laurent Besacier . - 【arXiv.org】
Change-Agent: Towards Interactive Comprehensive Remote Sensing Change Interpretation and Analysis （2024.03.28）
Chenyang Liu, Keyan Chen, Haotian Zhang, Zipeng Qi, Zhengxia Zou, etc . - 【arXiv.org】
Bayesian Methods for Trust in Collaborative Multi-Agent Autonomy （2024.03.25）
R. S. Hallyburton, Miroslav Pajic
AIOS: LLM Agent Operating System （2024.03.25）
Kai Mei, Zelong Li, Shuyuan Xu, Ruosong Ye, Yingqiang Ge, etc
EduAgent: Generative Student Agents in Learning （2024.03.23）
Songlin Xu, Xinyu Zhang, Lianhui Qin
Content Knowledge Identification with Multi-Agent Large Language Models (LLMs) （2024.03.22）
Kaiqi Yang, Yucheng Chu, Taylor Darwin, Ahreum Han, Hang Li, etc
ReAct Meets ActRe: Autonomous Annotation of Agent Trajectories for Contrastive Self-Training （2024.03.21）
Zonghan Yang, Peng Li, Ming Yan, Ji Zhang, Fei Huang, etc
VideoAgent: Long-form Video Understanding with Large Language Model as Agent （2024.03.15）
Xiaohan Wang, Yuhui Zhang, Orr Zohar, Serena Yeung-Levy
SOTOPIA-$\pi$: Interactive Learning of Socially Intelligent Language Agents （2024.03.13）
Ruiyi Wang, Haofei Yu, W. Zhang, Zhengyang Qi, Maarten Sap, etc
DeepSafeMPC: Deep Learning-Based Model Predictive Control for Safe Multi-Agent Reinforcement Learning （2024.03.11）
Xuefeng Wang, Henglin Pu, Hyung Jun Kim, Husheng Li
OPEx: A Component-Wise Analysis of LLM-Centric Agents in Embodied Instruction Following （2024.03.05）
Haochen Shi, Zhiyuan Sun, Xingdi Yuan, Marc-Alexandre Cot'e, Bang Liu
Towards General Computer Control: A Multimodal Agent for Red Dead Redemption II as a Case Study （2024.03.05）
Weihao Tan, Ziluo Ding, Wentao Zhang, Boyu Li, Bohan Zhou, etc
Learning to Use Tools via Cooperative and Interactive Agents （2024.03.05）
Zhengliang Shi, Shen Gao, Xiuyi Chen, Lingyong Yan, Haibo Shi, etc
KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents （2024.03.05）
Yuqi Zhu, Shuofei Qiao, Yixin Ou, Shumin Deng, Ningyu Zhang, etc
ArCHer: Training Language Model Agents via Hierarchical Multi-Turn RL （2024.02.29）
Yifei Zhou, Andrea Zanette, Jiayi Pan, Sergey Levine, Aviral Kumar
Evaluating Very Long-Term Conversational Memory of LLM Agents （2024.02.27）
A. Maharana, Dong-Ho Lee, S. Tulyakov, Mohit Bansal, Francesco Barbieri, etc . - 【arXiv.org】
Language Agents as Optimizable Graphs （2024.02.26）
Mingchen Zhuge, Wenyi Wang, Louis Kirsch, Francesco Faccio, Dmitrii Khizbullin, etc . - 【arXiv.org】
AgentOhana: Design Unified Data and Training Pipeline for Effective Agent Learning （2024.02.23）
Jianguo Zhang, Tian Lan, Rithesh Murthy, Zhiwei Liu, Weiran Yao, etc
Learning and Calibrating Heterogeneous Bounded Rational Market Behaviour with Multi-Agent Reinforcement Learning （2024.02.01）
Benjamin Patrick Evans, Sumitra Ganesh . - 【arXiv.org】
VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks （2024.01.24）
Jing Yu Koh, Robert Lo, Lawrence Jang, Vikram Duvvur, Ming Chong Lim, etc . - 【arXiv.org】
Cooperation on the Fly: Exploring Language Agents for Ad Hoc Teamwork in the Avalon Game （2023.12.29）
Zijing Shi, Meng Fang, Shunfeng Zheng, Shilong Deng, Ling Chen, etc . - 【arXiv.org】
GitAgent: Facilitating Autonomous Agent with GitHub by Tool Extension （2023.12.28）
Bohan Lyu, Xin Cong, Heyang Yu, Pan Yang, Yujia Qin, etc . - 【arXiv.org】
The Use of Multiple Conversational Agent Interlocutors in Learning （2023.12.27）
Samuel Rhys Cox . - 【arXiv.org】
AppAgent: Multimodal Agents as Smartphone Users （2023.12.21）
C. Zhang, Zhao Yang, Jiaxuan Liu, Yucheng Han, Xin Chen, etc
CogAgent: A Visual Language Model for GUI Agents （2023.12.14）
Wenyi Hong, Weihan Wang, Qingsong Lv, Jiazheng Xu, Wenmeng Yu, etc . - 【arXiv.org】
KwaiAgents: Generalized Information-seeking Agent System with Large Language Models （2023.12.08）
Haojie Pan, Zepeng Zhai, Hao Yuan, Yaojia Lv, Ruiji Fu, etc . - 【arXiv.org】
WonderJourney: Going from Anywhere to Everywhere （2023.12.06）
Hong-Xing Yu, Haoyi Duan, Junhwa Hur, Kyle Sargent, Michael Rubinstein, etc
War and Peace (WarAgent): Large Language Model-based Multi-Agent Simulation of World Wars （2023.11.28）
Wenyue Hua, Lizhou Fan, Lingyao Li, Kai Mei, Jianchao Ji, etc . - 【arXiv.org】
Agent as Cerebrum, Controller as Cerebellum: Implementing an Embodied LMM-based Agent on Drones （2023.11.25）
Haoran Zhao, Fengxing Pan, Huqiuyue Ping, Yaoming Zhou . - 【arXiv.org】
GPT-4V in Wonderland: Large Multimodal Models for Zero-Shot Smartphone GUI Navigation （2023.11.13）
An Yan, Zhengyuan Yang, Wanrong Zhu, Kevin Lin, Linjie Li, etc . - 【arXiv.org】
CompeteAI: Understanding the Competition Behaviors in Large Language Model-based Agents （2023.10.26）
Qinlin Zhao, Jindong Wang, Yixuan Zhang, Yiqiao Jin, Kaijie Zhu, etc . - 【arXiv.org】
AgentTuning: Enabling Generalized Agent Abilities for LLMs （2023.10.19）
Aohan Zeng, Mingdao Liu, Rui Lu, Bowen Wang, Xiao Liu, etc . - 【arXiv.org】
CLIN: A Continually Learning Language Agent for Rapid Task Adaptation and Generalization （2023.10.16）
Bodhisattwa Prasad Majumder, Bhavana Dalvi, Peter Alexander Jansen, Oyvind Tafjord, Niket Tandon, etc . - 【arXiv.org】
Character-LLM: A Trainable Agent for Role-Playing （2023.10.16）
Yunfan Shao, Linyang Li, Junqi Dai, Xipeng Qiu . - 【Conference on Empirical Methods in Natural Language Processing】
Lemur: Harmonizing Natural Language and Code for Language Agents （2023.10.10）
Yiheng Xu, Hongjin Su, Chen Xing, Boyu Mi, Qian Liu, etc . - 【arXiv.org】
FireAct: Toward Language Agent Fine-tuning （2023.10.09）
Baian Chen, Chang Shu, Ehsan Shareghi, Nigel Collier, Karthik Narasimhan, etc . - 【arXiv.org】
Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models （2023.10.06）
Andy Zhou, Kai Yan, Michal Shlapentokh-Rothman, Haohan Wang, Yu-Xiong Wang . - 【arXiv.org】
Agent Instructs Large Language Models to be General Zero-Shot Reasoners （2023.10.05）
Nicholas Crispino, Kyle Montgomery, Fankun Zeng, Dawn Song, Chenguang Wang . - 【arXiv.org】
Conversational Health Agents: A Personalized LLM-Powered Agent Framework （2023.10.03）
Mahyar Abbasian, Iman Azimi, Amir M. Rahmani, Ramesh Jain . - 【arXiv.org】
Dynamic LLM-Agent Network: An LLM-agent Collaboration Framework with Agent Team Optimization （2023.10.03）
Zijun Liu, Yanzhe Zhang, Peng Li, Yang Liu, Diyi Yang . - 【arXiv.org】
Adapting LLM Agents Through Communication （2023.10.01）
Kuan Wang, Yadong Lu, M. Santacroce, Yeyun Gong, Chao Zhang, etc . - 【arXiv.org】
Chen Dai, Kun Zhu, E. Hossain . - 【IEEE Transactions on Mobile Computing】
AutoAgents: A Framework for Automatic Agent Generation （2023.09.29）
Guangyao Chen, Siwei Dong, Yu Shu, Ge Zhang, Jaward Sesay, etc . - 【arXiv.org】
ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving （2023.09.29）
Zhibin Gou, Zhihong Shao, Yeyun Gong, Yelong Shen, Yujiu Yang, etc . - 【arXiv.org】
MotionLM: Multi-Agent Motion Forecasting as Language Modeling （2023.09.28）
Ari Seff, Brian Cera, Dian Chen, Mason Ng, Aurick Zhou, etc . - 【IEEE International Conference on Computer Vision】
Agents: An Open-source Framework for Autonomous Language Agents （2023.09.14）
Wangchunshu Zhou, Yuchen Jiang, Long Li, Jialong Wu, Tiannan Wang, etc . - 【arXiv.org】
An Appraisal-Based Chain-Of-Emotion Architecture for Affective Language Model Game Agents （2023.09.10）
Maximilian Croissant, Madeleine Frister, Guy Schofield, Cade McCall . - 【arXiv.org】
Cognitive Architectures for Language Agents （2023.09.05）
T. Sumers, Shunyu Yao, Karthik Narasimhan, Thomas L. Griffiths . - 【arXiv.org】
ModelScope-Agent: Building Your Customizable Agent System with Open-source Large Language Models （2023.09.02）
Chenliang Li, Hehong Chen, Mingshi Yan, Weizhou Shen, Haiyang Xu, etc . - 【Conference on Empirical Methods in Natural Language Processing】
Mean-Field Multi-Agent Reinforcement Learning for Peer-to-Peer Multi-Energy Trading （2023.09.01）
D. Qiu, Jianhong Wang, Zihang Dong, Yi Wang, G. Strbac . - 【IEEE Transactions on Power Systems】
Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations （2023.08.31）
Xu Huang, Jianxun Lian, Yuxuan Lei, Jing Yao, Defu Lian, etc . - 【arXiv.org】
RecMind: Large Language Model Powered Agent For Recommendation （2023.08.28）
Yancheng Wang, Ziyan Jiang, Zheng Chen, Fan Yang, Yingxue Zhou, etc . - 【arXiv.org】
ProAgent: Building Proactive Cooperative Agents with Large Language Models （2023.08.22）
Ceyao Zhang, Kaijie Yang, Siyi Hu, Zihao Wang, Guanghe Li, etc
ChatEDA: A Large Language Model Powered Autonomous Agent for EDA （2023.08.20）
Zhuolun He, Haoyuan Wu, Xinyun Zhang, Xufeng Yao, Su Zheng, etc . - 【Workshop on Machine Learning for CAD】
RAH! RecSys-Assistant-Human: A Human-Centered Recommendation Framework with LLM Agents （2023.08.19）
Yubo Shu, Haonan Zhang, Hansu Gu, Peng Zhang, T. Lu, etc
AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation （2023.08.16）
Qingyun Wu, Gagan Bansal, Jieyu Zhang, Yiran Wu, Beibin Li, etc
Double-Agent Reinforced vNFC Deployment in EONs for Cloud-Edge Computing （2023.08.15）
Ruijie Zhu, Peisen Wang, Zhichao Geng, Yongli Zhao, Shui Yu . - 【Journal of Lightwave Technology】
CodeHelp: Using Large Language Models with Guardrails for Scalable Support in Programming Classes （2023.08.14）
Mark H. Liffiton, Brad E. Sheese, Jaromír Šavelka, Paul Denny . - 【European Conference on Modelling and Simulation】
ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate （2023.08.14）
Chi-Min Chan, Weize Chen, Yusheng Su, Jianxuan Yu, Wei Xue, etc . - 【arXiv.org】
PentestGPT: An LLM-empowered Automatic Penetration Testing Tool （2023.08.13）
Gelei Deng, Yi Liu, V'ictor Mayoral-Vilches, Peng Liu, Yuekang Li, etc . - 【arXiv.org】
LLM As DBA （2023.08.10）
Xuanhe Zhou, Guoliang Li, Zhiyuan Liu
Retroformer: Retrospective Large Language Agents with Policy Gradient Optimization （2023.08.04）
Weiran Yao, Shelby Heinecke, Juan Carlos Niebles, Zhiwei Liu, Yihao Feng, etc . - 【arXiv.org】
MetaGPT: Meta Programming for Multi-Agent Collaborative Framework （2023.08.01）
Sirui Hong, Xiawu Zheng, Jonathan P. Chen, Yuheng Cheng, Ceyao Zhang, etc . - 【arXiv.org】
ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs （2023.07.31）
Yujia Qin, Shi Liang, Yining Ye, Kunlun Zhu, Lan Yan, etc . - 【arXiv.org】
Dialogue Shaping: Empowering Agents through NPC Interaction （2023.07.28）
Wei Zhou, Xiangyu Peng, Mark O. Riedl . - 【EXAG@AIIDE】
S3: Social-network Simulation System with Large Language Model-Empowered Agents （2023.07.27）
Chen Gao, Xiaochong Lan, Zhi-jie Lu, Jinzhu Mao, J. Piao, etc . - 【Social Science Research Network】
Towards A Unified Agent with Foundation Models （2023.07.18）
Norman Di Palo, Arunkumar Byravan, Leonard Hasenclever, Markus Wulfmeier, N. Heess, etc . - 【arXiv.org】
Communicative Agents for Software Development （2023.07.16）
Chen Qian, Xin Cong, Cheng Yang, Weize Chen, Yusheng Su, etc . - 【arXiv.org】
Math Agents: Computational Infrastructure, Mathematical Embedding, and Genomics （2023.07.04）
M. Swan, Takashi Kido, Eric Roland, R. P. D. Santos . - 【arXiv.org】
ChatLaw: Open-Source Legal Large Language Model with Integrated External Knowledge Bases （2023.06.28）
Jiaxi Cui, Zongjia Li, Yang Yan, Bohua Chen, Li Yuan . - 【arXiv.org】
RestGPT: Connecting Large Language Models with Real-World RESTful APIs （2023.06.11）
Yifan Song, Weimin Xiong, Dawei Zhu, Wenhao Wu, Han Qian, etc
Mind2Web: Towards a Generalist Agent for the Web （2023.06.09）
Xiang Deng, Yu Gu, Boyuan Zheng, Shijie Chen, Samuel Stevens, etc . - 【arXiv.org】
Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents （2023.06.05）
Yashar Talebirad, Amirhossein Nadiri . - 【arXiv.org】
Mindstorms in Natural Language-Based Societies of Mind （2023.05.26）
Mingchen Zhuge, Haozhe Liu, Francesco Faccio, Dylan R. Ashley, R'obert Csord'as, etc . - 【arXiv.org】
Training Socially Aligned Language Models on Simulated Social Interactions （2023.05.26）
Ruibo Liu, Ruixin Yang, Chenyan Jia, Ge Zhang, Denny Zhou, etc
Large Language Models as Tool Makers （2023.05.26）
Tianle Cai, Xuezhi Wang, Tengyu Ma, Xinyun Chen, Denny Zhou . - 【arXiv.org】
Xizhou Zhu, Yuntao Chen, Hao Tian, Chenxin Tao, Weijie Su, etc . - 【arXiv.org】
Voyager: An Open-Ended Embodied Agent with Large Language Models （2023.05.25）
Guanzhi Wang, Yuqi Xie, Yunfan Jiang, Ajay Mandlekar, Chaowei Xiao, etc . - 【arXiv.org】
Introspective Tips: Large Language Model for In-Context Decision Making （2023.05.19）
Liting Chen, Lu Wang, Hang Dong, Yali Du, Jie Yan, etc . - 【arXiv.org】
Reflexion: Language Agents with Verbal Reinforcement Learning （2023.03.20）
Noah Shinn, Federico Cassano, Beck Labash, A. Gopinath, Karthik Narasimhan, etc
LLM-Planner: Few-Shot Grounded Planning for Embodied Agents with Large Language Models （2022.12.08）
Chan Hee Song, Jiaman Wu, Clay Washington, Brian M. Sadler, Wei-Lun Chao, etc . - 【arXiv.org】
WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents （2022.07.04）
Shunyu Yao, Howard Chen, John Yang, Karthik Narasimhan . - 【Neural Information Processing Systems】
Ronald Römer, P. B. Graben, Markus Huber-Liebl, M. Wolff . - 【Frontiers of Computer Science】
Language Models as Zero-Shot Planners: Extracting Actionable Knowledge for Embodied Agents （2022.01.18）
Wenlong Huang, P. Abbeel, Deepak Pathak, Igor Mordatch . - 【International Conference on Machine Learning】
