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AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments

13 May 2024

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Papers citing "AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments"

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Title
MTBBench: A Multimodal Sequential Clinical Decision-Making Benchmark in Oncology Kiril Vasilev Alexandre Misrahi Eeshaan Jain Phil F Cheng Petros Liakopoulos Olivier Michielin Michael Moor Charlotte Bunne LM&MA 244 1 0 25 Nov 2025
Evolving Diagnostic Agents in a Virtual Clinical Environment Pengcheng Qiu Chaoyi Wu Junwei Liu Qiaoyu Zheng Yusheng Liao ... Jian Wang J. Gu Yanfeng Wang Ya Zhang Weidi Xie LLMAG LM&MA 253 0 0 28 Oct 2025
Emotion-Coherent Reasoning for Multimodal LLMs via Emotional Rationale Verifier Hyeongseop Rha Jeong Hun Yeo Yeonju Kim Y. Ro LRM 201 1 0 27 Oct 2025
Beyond MedQA: Towards Real-world Clinical Decision Making in the Era of LLMs Yunpeng Xiao Carl Yang Mark Mai Xiao Hu Kai Shu LM&MA ELM 240 0 0 22 Oct 2025
Timely Clinical Diagnosis through Active Test Selection Silas Ruhrberg Estévez Nicolás Astorga M. Schaar LM&MA 361 0 0 21 Oct 2025
Empowering Real-World: A Survey on the Technology, Practice, and Evaluation of LLM-driven Industry Agents Yihong Tang Kehai Chen Liang Yue Jinxin Fan Caishen Zhou ... Kaiyang Guo Xingshan Zeng Wenjing Cun L. Shang Min Zhang LLMAG 138 0 0 20 Oct 2025
Evaluating Medical LLMs by Levels of Autonomy: A Survey Moving from Benchmarks to Applications Xiao Ye Jacob Dineen Zhaonan Li Zhikun Xu Weiyu Chen ... Ji-Eun Irene Yum Muhammad Ali Khan Muhammad Umar Afzal Irbaz B. Riaz Ben Zhou LM&MA ELM 166 1 0 20 Oct 2025
Shallow Robustness, Deep Vulnerabilities: Multi-Turn Evaluation of Medical LLMs Blazej Manczak Eric Lin Francisco Eiras James O' Neill Vaikkunth Mugunthan OOD AAML ELM 99 0 0 14 Oct 2025
Automating Structural Engineering Workflows with Large Language Model Agents Haoran Liang Yufa Zhou Mohammad Talebi Kalaleh Qipei Mei LLMAG AI4CE 136 1 0 13 Oct 2025
Simulating Viva Voce Examinations to Evaluate Clinical Reasoning in Large Language Models Christopher Chiu Silviu Pitis Mihaela van der Schaar LM&MA ELM LRM 150 0 0 11 Oct 2025
Agentic Systems in Radiology: Design, Applications, Evaluation, and Challenges Christian Bluethgen Dave Van Veen Daniel Truhn Jakob Nikolas Kather Michael Moor ... Akshay S. Chaudhari Thomas Frauenfelder C. Langlotz Michael Krauthammer Farhad Nooralahzadeh LM&MA AI4CE 257 0 0 10 Oct 2025
Doctor-R1: Mastering Clinical Inquiry with Experiential Agentic Reinforcement Learning Yunghwei Lai Kaiming Liu Ziyue Wang Weizhi Ma Yang Liu LM&MA 143 0 0 05 Oct 2025
A Field Guide to Deploying AI Agents in Clinical Practice Jack Gallifant Katherine C. Kellogg Matt Butler Amanda Centi Shan Chen ... Elad Sharon Benjamin C. Silverman Umit Topaloglu J. Warner Danielle S. Bitterman LM&MA 110 0 0 30 Sep 2025
MedMMV: A Controllable Multimodal Multi-Agent Framework for Reliable and Verifiable Clinical Reasoning Hongjun Liu Yinghao Zhu Y Samuel Wang Yitao Long Zeyu Lai Lequan Yu Chen Zhao LRM 139 2 0 29 Sep 2025
The Dialogue That Heals: A Comprehensive Evaluation of Doctor Agents' Inquiry Capability L. Gong Ante Wang Yunghwei Lai Weizhi Ma Yang Liu LM&MA ELM 360 1 0 29 Sep 2025
LLM Agent Meets Agentic AI: Can LLM Agents Simulate Customers to Evaluate Agentic-AI-based Shopping Assistants? Lu Sun Shihan Fu Bingsheng Yao Yuxuan Lu Wenbo Li H. Gu Jiri Gesi Jing Huang Chen Luo Dakuo Wang ELM 119 3 0 25 Sep 2025
SceneWeaver: All-in-One 3D Scene Synthesis with an Extensible and Self-Reflective Agent Yandan Yang Baoxiong Jia Shujie Zhang Siyuan Huang VGen LM&Ro 171 8 0 24 Sep 2025
RadAgents: Multimodal Agentic Reasoning for Chest X-ray Interpretation with Radiologist-like Workflows Kai Zhang Corey D Barrett Jangwon Kim Lichao Sun Tara Taghavi Krishnaram Kenthapadi 132 0 0 24 Sep 2025
MedicalOS: An LLM Agent based Operating System for Digital Healthcare Jared Zhu Junde Wu 48 0 0 15 Sep 2025
AIssistant: An Agentic Approach for Human--AI Collaborative Scientific Work on Reviews and Perspectives in Machine Learning Sasi Kiran Gaddipati Farhana Keya Gollam Rabby Sören Auer 88 0 0 14 Sep 2025
DischargeSim: A Simulation Benchmark for Educational Doctor-Patient Communication at Discharge Zonghai Yao Michael Sun Won Seok Jang Sunjae Kwon Soie Kwon Hong-ye Yu LM&MA 119 0 0 08 Sep 2025
ChatCLIDS: Simulating Persuasive AI Dialogues to Promote Closed-Loop Insulin Adoption in Type 1 Diabetes CaremedRxiv (medRxiv), 2025 Zonghai Yao Talha Chafekar Junda Wang Shuo Han Feiyun Ouyang Junhui Qian Lingxi Li Hong-ye Yu AI4CE 132 0 0 31 Aug 2025
ChatThero: An LLM-Supported Chatbot for Behavior Change and Therapeutic Support in Addiction Recovery Junda Wang Zonghai Yao Zhichao Yang Lingxi Li Junhui Qian Hong-ye Yu OffRL AI4MH LM&MA 211 0 0 28 Aug 2025
MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework Ailing Yu Lan Yao Jingnan Liu Zhe Chen Jiajun Yin ... Hualei Zhou Chunxiao Guo Peng Wei Junwei Liu Jinjie Gu 192 5 0 20 Aug 2025
EndoAgent: A Memory-Guided Reflective Agent for Intelligent Endoscopic Vision-to-Decision Reasoning Yi Tang Kaini Wang Yang Chen Guangquan Zhou 96 1 0 10 Aug 2025
Beyond the Leaderboard: Rethinking Medical Benchmarks for Large Language Models Zizhan Ma Wenxuan Wang G. Yu Yiu-Fai Cheung Meidan Ding J. Tang Wenting Chen LinLin Shen LM&MA ELM AI4MH 218 2 0 06 Aug 2025
Large Language Model-based Data Science Agent: A Survey Ke Chen Peiran Wang Ke Chen Xianyang Zhan Haohan Wang LLMAG LM&Ro AI4TS LM&MA AI4CE 751 4 0 02 Aug 2025
Medical Reasoning in the Era of LLMs: A Systematic Review of Enhancement Techniques and Applications Wenxuan Wang Zizhan Ma Meidan Ding S. Zheng Shengyuan Liu ... Jiaming Ji Wenting Chen Xiang Li LinLin Shen Yixuan Yuan LRM 162 4 0 01 Aug 2025
HIVMedQA: Benchmarking large language models for HIV medical decision support Gonzalo Cardenal Antolin Jacques Fellay Bashkim Jaha Roger Kouyos Niko Beerenwinkel Diane Duroux LM&MA ELM AI4MH 195 0 0 24 Jul 2025
Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need Bhishma Dedhia Yuval Kansal N. Jha ELM AI4MH LRM 258 4 0 18 Jul 2025
Doppelganger Method: Breaking Role Consistency in LLM Agent via Prompt-based Transferable Adversarial Attack Daewon Kang YeongHwan Shin Doyeon Kim Kyu-Hwan Jung Meong Hi Son AAML SILM 262 0 0 17 Jun 2025
Med-PRM: Medical Reasoning Models with Stepwise, Guideline-verified Process Rewards Jaehoon Yun Jiwoong Sohn Jungwoo Park Hyunjae Kim Xiangru Tang ... Minhyeok Ko Qingyu Chen Mark B. Gerstein Michael Moor Jaewoo Kang LRM LM&MA 249 2 0 13 Jun 2025
AI Agents for Conversational Patient Triage: Preliminary Simulation-Based Evaluation with Real-World EHR Data Sina Rashidian Nan Li Jonathan Amar Jong Ha Lee Sam Pugh Eric Yang Geoff Masterson Myoung Cha Yugang Jia Akhil Vaid 171 0 0 04 Jun 2025
Adaptive-VP: A Framework for LLM-Based Virtual Patients that Adapts to Trainees' Dialogue to Facilitate Nurse Communication TrainingAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Keyeun Lee Seolhee Lee Esther Hehsun Kim Yena Ko Jinsu Eun ... Haiyi Zhu Robert E. Kraut Eunyoung Suh Eun-mee Kim Hajin Lim 172 4 0 31 May 2025
PatientSim: A Persona-Driven Simulator for Realistic Doctor-Patient Interactions Daeun Kyung Hyunseung Chung Seongsu Bae Jiho Kim Jae Ho Sohn Taerim Kim S. Kim E. Choi LM&MA 483 2 0 23 May 2025
No Black Boxes: Interpretable and Interactable Predictive Healthcare with Knowledge-Enhanced Agentic Causal Discovery Xiaoxue Han Pengfei Hu Jun-En Ding Chang Lu Feng Liu Yue Ning 205 2 0 22 May 2025
Learning to Be A Doctor: Searching for Effective Medical Agent Architectures Yangyang Zhuang Wenjia Jiang Jing Zhang Ze Yang Qiufeng Wang Chi Zhang AI4CE 258 4 0 15 Apr 2025
Self-Evolving Multi-Agent Simulations for Realistic Clinical InteractionsInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Mohammad Almansoori Kemal Kurniawan Hisham Cholakkal 857 11 0 28 Mar 2025
3MDBench: Medical Multimodal Multi-agent Dialogue Benchmark Ivan Sviridov Amina Miftakhova Artemiy Tereshchenko Galina Zubkova Pavel Blinov Andrey Savchenko LM&MA 313 4 0 26 Mar 2025
AgentRxiv: Towards Collaborative Autonomous Research Samuel Schmidgall Michael Moor 367 23 0 23 Mar 2025
MDTeamGPT: A Self-Evolving LLM-based Multi-Agent Framework for Multi-Disciplinary Team Medical Consultation Kai-xiang Chen Xianrui Li Zhenxing Ge Hewei Wang Wei Dong Yang Gao LLMAG LM&MA 302 10 0 18 Mar 2025
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Longji Xu Shengqiong Wu Yujiao Shi William Yang Wang Ziwei Liu Jiebo Luo Hao Fei LRM 553 100 0 16 Mar 2025
MEDDxAgent: A Unified Modular Agent Framework for Explainable Automatic Differential DiagnosisAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Daniel Rose Chia-Chien Hung Marco Lepri Israa Alqassem Kiril Gashteovski Carolin (Haas) Lawrence LM&MA 403 6 0 26 Feb 2025
A Collection of Innovations in Medical AI for patient records in 2024 Yuanyun Zhang Shi Li OOD 256 1 0 25 Feb 2025
Citrus: Leveraging Expert Cognitive Pathways in a Medical Language Model for Advanced Medical Decision Support G. Wang Minyu Gao Shuai Yang Ya Zhang Lizhi He ... Yexuan Zhang Wanyue Li Lu Chen Jintao Fei Xin Li 895 7 0 25 Feb 2025
Scaling Autonomous Agents via Automatic Reward Modeling And PlanningInternational Conference on Learning Representations (ICLR), 2025 Zhenfang Chen Delin Chen Rui Sun Wenjun Liu Chuang Gan LLMAG 279 12 0 17 Feb 2025
ECG-Expert-QA: A Benchmark for Evaluating Medical Large Language Models in Heart Disease Diagnosis Xu Wang Jiaju Kang Puyu Han Yubao Zhao Qian Liu Liwenfei He Lingqiong Zhang Lingyun Dai Yongcheng Wang Jie Tao LM&MA 434 3 0 16 Feb 2025
Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents Junkai Li Yunghwei Lai Weitao Li Jingyi Ren Meng Zhang ... Siyu Wang Ziwei Sun Yanzhe Zhang Weizhi Ma Yang Liu LLMAG LM&MA LM&Ro MedIm 488 205 0 20 Jan 2025
Iterative Tree Analysis for Medical Critics Zenan Huang Mingwei Li Zheng Zhou Youxin Jiang 795 0 0 18 Jan 2025
Medchain: Bridging the Gap Between LLM Agents and Clinical Practice with Interactive Sequence Jie Liu Wenxuan Wang Zizhan Ma Guolin Huang Yihang Su Kao-Jung Chang Wenting Chen Haoliang Li Linlin Shen Michael R. Lyu 303 12 0 02 Dec 2024