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ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration

3 October 2024

Papers citing "ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration"

26 / 26 papers shown

Title
Application-Driven Value Alignment in Agentic AI Systems: Survey and Perspectives Wei Zeng Hengshu Zhu Chuan Qin Han Wu Yihang Cheng ... Xiaowei Jin Yinuo Shen Zhenxing Wang Feimin Zhong Hui Xiong AI4TS 72 0 0 11 Jun 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 77 0 0 22 May 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 173 122 0 20 Jan 2025
Multi-Agent Collaboration in Incident Response with Large Language Models Zefang Liu LLMAG AI4CE 163 1 0 01 Dec 2024
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model DeepSeek-AI Aixin Liu Bei Feng Bin Wang Bingxuan Wang ... Zhuoshu Li Zihan Wang Zihui Gu Zilin Li Ziwei Xie MoE 170 500 0 07 May 2024
AI Hospital: Benchmarking Large Language Models in a Multi-agent Medical Interaction Simulator Zhihao Fan Jialong Tang Wei Chen Siyuan Wang Zhongyu Wei Jun Xi Fei Huang Jingren Zhou LM&MA 148 30 0 15 Feb 2024
A Closer Look at AUROC and AUPRC under Class Imbalance Matthew B. A. McDermott Lasse Hyldig Hansen Haoran Zhang Giovanni Angelotti Jack Gallifant 172 40 0 11 Jan 2024
MedAgents: Large Language Models as Collaborators for Zero-shot Medical Reasoning Xiangru Tang Anni Zou Zhuosheng Zhang Ziming Li Yilun Zhao Xingyao Zhang Arman Cohan Mark B. Gerstein LRM LM&MA 159 172 0 16 Nov 2023
ReConcile: Round-Table Conference Improves Reasoning via Consensus among Diverse LLMs Justin Chih-Yao Chen Swarnadeep Saha Joey Tianyi Zhou LLMAG LRM 103 143 0 22 Sep 2023
Adapted Large Language Models Can Outperform Medical Experts in Clinical Text Summarization Dave Van Veen Cara Van Uden Louis Blankemeier Jean-Benoit Delbrouck Asad Aali ... C. Langlotz Jason Hom S. Gatidis John M. Pauly Akshay S. Chaudhari ELM AI4MH LM&MA 166 336 0 14 Sep 2023
MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed Search Logs for Zero-shot Biomedical Information Retrieval Qiao Jin Won Kim Qingyu Chen Donald C. Comeau Lana Yeganova John Wilbur Zhiyong Lu LM&MA MedIm 89 118 0 02 Jul 2023
Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate Tian Liang Zhiwei He Wenxiang Jiao Xing Wang Rui Wang Yujiu Yang Zhaopeng Tu Shuming Shi LLMAG LRM 140 497 0 30 May 2023
GraphCare: Enhancing Healthcare Predictions with Personalized Knowledge Graphs Pengcheng Jiang Cao Xiao Adam Cross Jimeng Sun AI4MH 97 24 0 22 May 2023
Large Language Models Encode Clinical Knowledge K. Singhal Shekoofeh Azizi T. Tu S. S. Mahdavi Jason W. Wei ... A. Rajkomar Joelle Barral Christopher Semturs Alan Karthikesalingam Vivek Natarajan LM&MA ELM AI4MH 310 2,415 0 26 Dec 2022
M $^3$ Care: Learning with Missing Modalities in Multimodal Healthcare Data Chaohe Zhang Xu Chu Liantao Ma Yinghao Zhu Yasha Wang Jiangtao Wang Junfeng Zhao 80 90 0 28 Oct 2022
A Comprehensive Benchmark for COVID-19 Predictive Modeling Using Electronic Health Records in Intensive Care Junyi Gao Yinghao Zhu Wenqing Wang Yasha Wang Wen Tang Ewen M. Harrison Liantao Ma OOD 84 16 0 16 Sep 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 721 3,760 0 21 Mar 2022
Multi-Time Attention Networks for Irregularly Sampled Time Series Satya Narayan Shukla Benjamin M. Marlin AI4TS 193 197 0 25 Jan 2021
ConCare: Personalized Clinical Feature Embedding via Capturing the Healthcare Context Liantao Ma Chaohe Zhang Yasha Wang Wenjie Ruan Jiantao Wang Wen Tang Xinyu Ma Xin Gao Junyi Gao 66 159 0 27 Nov 2019
AdaCare: Explainable Clinical Health Status Representation Learning via Scale-Adaptive Feature Extraction and Recalibration Liantao Ma Junyi Gao Yasha Wang Chaohe Zhang Jiangtao Wang Wenjie Ruan Wen Tang Xin Gao Xinyu Ma OOD AI4TS 79 121 0 27 Nov 2019
CBAM: Convolutional Block Attention Module Sanghyun Woo Jongchan Park Joon-Young Lee In So Kweon 237 16,758 0 17 Jul 2018
On Calibration of Modern Neural Networks Chuan Guo Geoff Pleiss Yu Sun Kilian Q. Weinberger UQCV 301 5,896 0 14 Jun 2017
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 986 5,861 0 05 Dec 2016
GRAM: Graph-based Attention Model for Healthcare Representation Learning Edward Choi M. T. Bahadori Le Song Walter F. Stewart Jimeng Sun GNN 97 678 0 21 Nov 2016
RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism Edward Choi M. T. Bahadori Joshua A. Kulas A. Schuetz Walter F. Stewart Jimeng Sun AI4TS 135 1,253 0 19 Aug 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 986 9,390 0 06 Jun 2015