LLM编排多智能体实现大数据服务自组合，涵盖自动化数据工程、AutoML、MLOps及漂移感知生命周期优化，为AI基础设施提供高可信解决方案。
arXiv:2606.17915v1 Announce Type: cross Abstract: Big-Data-as-a-Service (BDaaS) platforms require re liable automation across data ingestion, cleaning…
首个专注中文精神科咨询诊断的LLM多智能体评测框架，填补领域空白。
arXiv:2602.09379v3 Announce Type: replace-cross Abstract: Mental disorders are highly prevalent worldwide, but the shortage of psychiatrists and the i…
多智能体框架自动化符合AASHTO规范的混凝土护栏设计，终结繁琐人工迭代。
arXiv:2606.12040v1 Announce Type: new Abstract: The design of reinforced concrete highway barriers is a safety-critical process that requires strict c…
多智能体框架实时监测并纠正医疗影像AI的模型退化和性能衰退，为临床AI可靠性保驾护航。
arXiv:2510.17004v2 Announce Type: replace-cross Abstract: Purpose: To develop and evaluate a multi-agent framework (ReclAIm) for automated monitoring,…
LLM驱动多智能体协作，平衡旅游推荐中的多样性、公平性与用户偏好，创新框架值得关注
arXiv:2508.15030v5 Announce Type: replace Abstract: We propose COLLAB-REC, a multi-agent framework designed to counteract popularity bias and improve …
多智能体框架融合迭代修订与分层检索，攻克运筹学优化建模难题，开创新解法路径。
arXiv:2602.03318v3 Announce Type: replace Abstract: Operations Research (OR) relies on expert-driven modeling-a slow and fragile process ill-suited to…
多智能体框架SafeRx-Agent融合知识图谱，在保证用药安全的同时提供可解释推荐，提升医疗AI可信度。
arXiv:2605.29146v1 Announce Type: cross Abstract: Medication recommendation predicts medications for patient visits, but existing methods still face t…
基于大语言模型的多智能体框架，实现质谱代谢组学知识图谱的高效交互分析，开辟生物数据解读新路径。
arXiv:2510.01724v2 Announce Type: replace Abstract: Mass spectrometry-based metabolomics generates complex, high-dimensional data that holds vast pote…
论文提出一种基于智能体进化的方法，显著提升大语言模型在竞赛编程中的推理表现。
arXiv:2605.15301v1 Announce Type: new Abstract: Large language models (LLMs) still struggle with the rigorous reasoning demands of hard competitive pr…