Awesome AI AgentsLLM Research Repositories

WooooDyy/LLM-Agent-Paper-List

⭐ 8220 repository created 2023-09-12

This project is a comprehensive repository that compiles a curated list of essential academic papers related to Large Language Model (LLM) based agents, as presented in the extensive 86-page survey paper titled "The Rise and Potential of Large Language Model Based Agents: A Survey" by Zhiheng Xi et al. The repository serves as a valuable resource for researchers, developers, and enthusiasts interested in the development, capabilities, and applications of LLM-based AI agents. It systematically organizes and presents key research contributions that explore the conceptual framework, construction, and practical deployment of LLM-based agents. The survey outlines a general framework for these agents, highlighting three core components: the brain (primarily the LLM itself), perception (multimodal inputs such as visual and audio), and action (including tool use and embodied actions). It further delves into the diverse applications of these agents in single-agent scenarios, multi-agent interactions, and human-agent cooperation, showcasing their versatility and potential in various domains. Additionally, the repository discusses the emergence of agent societies, examining the behavior, personality, and social dynamics of LLM-based agents when they interact collectively, providing insights into both artificial and human social systems. The project also addresses key challenges, open problems, and future directions in the field, making it a comprehensive guide for ongoing research. The repository is actively maintained with updates on new papers, related projects, and resources such as codebases and datasets, fostering a collaborative environment for advancing LLM-based agent research. Overall, this project is an indispensable academic and practical reference for understanding the rise, potential, and future trajectory of AI agents powered by large language models.

https://github.com/WooooDyy/LLM-Agent-Paper-List

academic-papersactionagentagent-constructionagent-frameworkagent-interactionagent-societiesai-agentsai-applicationsai-challengesai-researchartificial-intelligencebrainembodied-actionhuman-agent-cooperationlarge-language-modelsllmllm-based-agentsmulti-agent-scenariosmultimodal-inputsnlpopen-problemsperceptionpersonalityresearch-resourcesingle-agent-scenariossocial-behaviorsurveysurvey-papertool-use

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