多Agent协作:一群机器人一起工作,每个机器人都有自己的任务,通过合作来完成更复杂的工作 感知模块可以处理多种模态的输入,包括文本,视觉和听觉输入 其中文本输入可以细分为基于token的输入,基于tree/graph的输入和混合输入 记忆模块负责存储能够帮助LLM进行有效推理决策的信息.包括语义记忆,情景记忆和程序记忆 语义记忆:...
To date, LLM-based agents have been applied and shown remarkable effectiveness in Software Engineering (SE). The synergy between multiple agents and human interaction brings further promise in tackling complex real-world SE problems. In this work, we present a comprehensive and systematic survey on...
[1] Angela Fan, Beliz Gokkaya, Mark Harman, Mitya Lyubarskiy, Shubho Sengupta, Shin Yoo,and Jie M Zhang. Large language models for software engineering: Survey and open problems.arXiv preprint arXiv:2310.03533, 2023. [2] Junjie Wang, Yuchao Huang, Chunyang Chen, Zhe Liu, Song Wang, and...
Repository for the paper "Large Language Model-Based Agents for Software Engineering: A Survey". Keep updating. - FudanSELab/Agent4SE-Paper-List
This survey aims to advance the research and development of OS Agents by providing a detailed exploration of their fundamental capabilities, methodologies for building them using (M)LLMs, and emerging trends in the field. While OS Agents are still in the early stages of growth, the rapid ...
Secondly, the influence of model-driven engineering emphasizes the potential value of having models at the core of development processes. This survey analyzes these changes in AOSE modelling languages along three dimensions. The semantic dimension refers to the concepts considered in the languages. The...
Notice how the yellow bar in more than a year has jumped up from a low of 14% in April of this year (gray bars), when folks were more optimistic and the most common response was under twelve months. Today, that 14% has nearly doubled to 25% of the survey base. As well, the pe...
The goal being to integrate literature, in order to better understand the various proposals and how they relate to one another. The objective of our analysis is not to survey all literature that could be used to realise intelligent software web agents, but rather to use agent requirements and ...
LLM-based autonomous agents have shown great potential in assisting and enhancing engineering research and applications. In this section, we review and summarize the applications of LLM-based agents in several major engineering domains. 土木工程:在土木工程中,基于LLM的代理可用于设计和优化复杂的结构,如...
📑 Publisher: IEEE Transactions on Software Engineering 💻 Env: [Mobile] 🔑 Key: [framework], [ScenTest], [event knowledge graph], [GUI image understanding] 📖 TLDR: This paper introduces ScenTest, a novel approach for scenario-based mobile app testing that integrates event knowledge grap...