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  • [2603. 26182] ClinicalAgents: Multi-Agent Orchestration for Clinical . . .
    While Large Language Models (LLMs) have demonstrated potential in healthcare, they often struggle with the complex, non-linear reasoning required for accurate clinical diagnosis Existing methods typically rely on static, linear mappings from symptoms to diagnoses, failing to capture the iterative, hypothesis-driven reasoning inherent to human clinicians To bridge this gap, we introduce
  • Orchestrated multi agents sustain accuracy under clinical-scale . . .
    We tested state-of-the-art LLMs under clinical-scale workloads using two designs: a single agent handling all tasks and a multi-agent orchestrator assigning each task to a dedicated worker Across
  • ClinicalAgents：基于双记忆的多智能体编排，用于临床决策 . . .
    ClinicalAgents是一个为临床决策设计的多智能体框架，它采用双记忆系统和基于蒙特卡洛树搜索的协调器，以证据触发回溯的方式模拟假设-演绎推理。该系统在MedChain基准测试中取得了0 5107的最高总体平均分数，比其GPT-5 2骨干模型性能提升了13 0%，并展示了在各种医疗问答数据集上的强大泛化
  • ClinicalAgent：结合大模型的临床试验多智能体系统 - CSDN博客
    文章浏览阅读1 3k次，点赞10次，收藏29次。为了充分利用这些先进工具在处理最新医疗数据方面的能力，我们设计了一个名为 ClinicalAgent 的临床多智能体系统，该系统集成了 GPT-4 技术、多智能体结构、LEAST-TO-MOST 和 ReAct 推理技术，旨在提高这些工具的可用性和效能。相比之下，我们的方法不仅利用了
  • [PDF] ClinicalAgents: Multi-Agent Orchestration for Clinical Decision . . .
    ClinicalAgents is introduced, a novel multi-agent framework designed to simulate the cognitive workflow of expert clinicians and achieves state-of-the-art performance, significantly enhancing both diagnostic accuracy and explainability compared to strong single-agent and multi-agent baselines While Large Language Models (LLMs) have demonstrated potential in healthcare, they often struggle
  • ClinicalAgents: Multi-Agent Orchestration for Clinical Decision Making . . .
    1 Introduction Clinical decision-making (CDM) is a complex, continuous process that involves evaluating evidence and patient symptoms to provide accurate diagnoses and effective treatment (Elstein and Schwarz, 2002) CDM is one of the most crucial and challenging aspects of clinical medicine and a core responsibility of physicians It requires physicians to continuously collect information
  • clinical-agent README. md at main · LeoYML clinical-agent
    Clinical Agent is an advanced framework leveraging Large Language Models (LLMs) to enhance the efficiency and effectiveness of clinical trials Congratulations! This paper has been accepted at the 2024 ACM-BCB Conference!
  • ClinicalAgents: Multi-Agent Orchestration for Clinical Decision Making . . .
    AI-powered analysis of 'ClinicalAgents: Multi-Agent Orchestration for Clinical Decision Making with Dual-Memory' While Large Language Models (LLMs) have demonstrated potential in healthcare, they often struggle with the complex, non-linear reasoning required for Explore with advanced AI tools for machine learning research
  • ICLR 2025多智能体（Multi-Agent）相关论文整理 - 知乎
    我们精心从ICLR 2025被接收的论文中筛选出10篇与多智能体（Multi-Agent）相关的文章，供大家阅读。让您提前领略学术前沿趋势，并一窥顶尖学者的最新创意与洞见。我们关注的主要是LLM-based Multi-Agent相关的工作…
  • ClinicalAgent：基于大型语言模型的临床试验多代理系统 . . .
    文章浏览阅读1 2k次，点赞13次，收藏13次。链接：https: arxiv org abs 2404 14777v2原标题：ClinicalAgent: Clinical Trial Multi-Agent System with





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