智能代理Agent是以智能方式行事的代理;它感知环境,自主采取行动以实现目标,并可以通过学习或获取知识来提高其性能。 本篇主要针对LLM-based Agent,即Agent基于大语言模型进行思考规划,获取信息,并从大模型与外界学习知识并自学习与利用。 多智能体Multi-Agent则是可以通过多个Agent进行协作配合完成更复杂的工作。 特点: ...
该工作主要梳理了LLM-based Agent 中的规划(planning)能力,原文链接: Understanding the planning of LLM agents: A surveyarxiv.org/abs/2402.02716 文章中,作者将planning能力进一步细分为了五个维度: 任务分解(Task Decomposition) 规划选择(Plan Selection) 外部辅助规划(External Planner) 反馈和改进(Reflectio...
[paper] [2024/02] AgentLite: A Lightweight Library for Building and Advancing Task-Oriented LLM Agent System. Zhiwei Liu et al. [paper] [2023/12] Generative agent-based modeling with actions grounded in physical, social, or digital space using Concordia. Alexander Sasha Vezhnevets et al. ...
作者| 李皓辰 该工作主要梳理了LLM-based Agent 中的规划(planning)能力。 Paper:Understanding the planning of LLM agents: A survey ArXiv:https://arxiv.org/abs/2402.02716 文章中,作者将planning能力进一步细分为了五个维度: • 任务分解(Tas...
LearnAct - - - w/ feedback w/ tools w/ fine-tuning Paper Code AgentSquare - Read/Write Hybrid w/ feedback w/ tools - Paper Code More papers can be found at More comprehensive Summarization. CA means the strategy of model capability acquisition. 📍 Applications of LLM-based Autonomous ...
我们的发现为利用LLM Agents来进行更加复杂的人类社会模拟奠定了基础，对于社会学和各种LLM Agent的应用有...
Mind2Web: Towards a Generalist Agent for the Web. arxiv 2023 [paper][code][code] (AutoDroid) Empowering LLM to use Smartphone for Intelligent Task Automation. [paper] [code] You Only Look at Screens: Multimodal Chain-of-Action Agents. ArXiv Preprint [paper] [code] ...
agent:怎么更好的给llm加上眼睛与手脚,让llm变成agent执行任务,并构造各种各样全新的benchmark。比如让agent发知乎回答以点赞多为目标。能不能通过RL把这件事做了?就和当年搞游戏ai一样。 multi-modal多模态:GPT-4没有开源,甚至没有技术细节,怎么做一个开源的逼近gpt-4的模型。mini-gpt4, llava是个不错的...
In this paper, we present a comprehensive survey of these studies, offering a systematic review of LLM-based MAS. Adhering to the workflow of LLM-based multi-agent systems, we synthesize a general structure encompassing five key components: profile, perception, self-action, mutual interaction, ...
该工作主要梳理了LLM-based Agent 中的规划(planning)能力。 Paper:Understanding the planning of LLM agents: A survey ArXiv:https://arxiv.org/abs/2402.02716 解释 文章中,作者将planning能力进一步细分为了五个维度: • 任务分解(Task Decomposition) ...