Edward Choi
- RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism
2016/08/19 by Edward Choi, Mohammad Taha Bahadori, Choi, Edward +9 · 94 citations
Computer Science · #Machine Learning in Healthcare #Topic Modeling #Explainable Artificial Intelligence (XAI)
- Generating Multi-label Discrete Patient Records using Generative Adversarial Networks
2017/03/19 by Edward Choi, Siddharth Biswal, Choi, Edward +9 · 31 citations
Computer Science · #Machine Learning in Healthcare #AI in cancer detection #Handwritten Text Recognition Techniques
- Doctor AI: Predicting Clinical Events via Recurrent Neural Networks
2015/11/18 by Edward Choi, Mohammad Taha Bahadori, Choi, Edward +7 · 17 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomedical Text Mining and Ontologies #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Topic Modeling
- GRAM: Graph-based Attention Model for Healthcare Representation Learning
2016/11/21 by Edward Choi, Choi, Edward, Mohammad Taha Bahadori +7 · 12 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomedical Text Mining and Ontologies #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Topic Modeling
- Open-WikiTable: Dataset for Open Domain Question Answering with Complex Reasoning over Table
2023/05/12 by Sunjun Kweon, Kweon, Sunjun, Yeonsu Kwon +7 · 12 citations
Computer Science · Decision Sciences · #Computation and Language (cs.CL) #Data Quality and Management #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- ECG-QA: A Comprehensive Question Answering Dataset Combined With Electrocardiogram
2023/06/21 by Jungwoo Oh, Oh, Jungwoo, Gyubok Lee +7 · 11 citations
Computer Science · #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning in Healthcare #Quantitative Methods (q-bio.QM) #Signal Processing (eess.SP) #Text Readability and Simplification #Topic Modeling #electronic engineering #information engineering
- Opportunities and challenges in developing deep learning models using electronic health records data: a systematic review
2018/06/08 by Cao Xiao, Edward Choi, Jimeng Sun · 6 citations
- EHRSQL: A Practical Text-to-SQL Benchmark for Electronic Health Records
2023/01/16 by Gyubok Lee, Hyeonji Hwang, Lee, Gyubok +15 · 10 citations
Health Professions · Computer Science · Decision Sciences · #Electronic Health Records Systems #Machine Learning in Healthcare #Data Quality and Management
- Learning the Graphical Structure of Electronic Health Records with Graph\n Convolutional Transformer
2019/06/11 by Edward Choi, Zhen Xu, Choi, Edward +12 · 6 citations
Computer Science · Decision Sciences · #Advanced Graph Neural Networks #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Topic Modeling
- EHRNoteQA: An LLM Benchmark for Real-World Clinical Practice Using Discharge Summaries
2024/02/25 by Sunjun Kweon, Jiyoun Kim, Kweon, Sunjun +14 · 12 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Topic Modeling #Machine Learning in Healthcare #Biomedical Text Mining and Ontologies
- Lead-agnostic Self-supervised Learning for Local and Global Representations of Electrocardiogram
2022/03/14 by Jungwoo Oh, Hyunseung Chung, Oh, Jungwoo +7 · 6 citations
Medicine · Psychology · #ECG Monitoring and Analysis #Atrial Fibrillation Management and Outcomes #Emotion and Mood Recognition
- Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning
2024/12/20 by Sungjin Park, Xiao Liu, Park, Sungjin +5 · 14 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Semantic Web and Ontologies
- EHRXQA: A Multi-Modal Question Answering Dataset for Electronic Health Records with Chest X-ray Images
2023/10/28 by Seongsu Bae, Daeun Kyung, Bae, Seongsu +19 · 8 citations
Computer Science · #Multimodal Machine Learning Applications #Topic Modeling #Domain Adaptation and Few-Shot Learning
- KorNAT: LLM Alignment Benchmark for Korean Social Values and Common Knowledge
2024/02/21 by Jiyoung Lee, Lee, Jiyoung, Minwoo Kim +11 · 7 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Technology and Data Analysis
- ThreatKG: An AI-Powered System for Automated Open-Source Cyber Threat Intelligence Gathering and Management
2022/12/20 by Peng Gao, Xiaoyuan Liu, Gao, Peng +9 · 5 citations
Social Sciences · Computer Science · #Terrorism, Counterterrorism, and Political Violence #Cybercrime and Law Enforcement Studies #Information and Cyber Security
- MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare
2018/10/22 by Edward Choi, Cao Xiao, Choi, Edward +5 · 3 citations
Computer Science · Health Professions · #Artificial Intelligence in Healthcare #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Topic Modeling
- FactKG: Fact Verification via Reasoning on Knowledge Graphs
2023/05/11 by Jiho Kim, Kim, Jiho, Sungjin Park +9 · 4 citations
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- Learning Missing Modal Electronic Health Records with Unified Multi-modal Data Embedding and Modality-Aware Attention
2023/05/04 by Kwanhyung Lee, Lee, Kwanhyung, Soojeong Lee +11 · 3 citations
Computer Science · Health Professions · #Machine Learning in Healthcare #Electronic Health Records Systems #Medical Coding and Health Information
- Publicly Shareable Clinical Large Language Model Built on Synthetic Clinical Notes
2023/09/01 by Sunjun Kweon, Kweon, Sunjun, Junu Kim +27 · 3 citations
Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning in Healthcare #Topic Modeling
- A System for Automated Open-Source Threat Intelligence Gathering and Management
2021/01/19 by Peng Gao, Gao, Peng, Xiaoyuan Liu +11 · 2 citations
Computer Science · #Advanced Malware Detection Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #Cybercrime and Law Enforcement Studies #Databases (cs.DB) #FOS: Computer and information sciences #Information and Cyber Security
- Vid-ODE: Continuous-Time Video Generation with Neural Ordinary\n Differential Equation
2020/10/16 by Sunghyun Park, Kangyeol Kim, Park, Sunghyun +11 · 1 citation
Computer Science · #Advanced Vision and Imaging #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
- Medical Concept Representation Learning from Electronic Health Records and its Application on Heart Failure Prediction
2016/02/11 by Edward Choi, Andy Schuetz, Choi, Edward +5 · 2 citations
Computer Science · Health Professions · #Machine Learning in Healthcare #Topic Modeling #Artificial Intelligence in Healthcare
- Conditional Generation of Periodic Signals with Fourier-Based Decoder
2021/10/24 by Jiyoung Lee, Lee, Jiyoung, Wonjae Kim +5 · 1 citation
Computer Science · #Neural Networks and Applications #Blind Source Separation Techniques #Time Series Analysis and Forecasting
- LabTOP: A Unified Model for Lab Test Outcome Prediction on Electronic Health Records
2025/02/20 by S. Im, Jungwoo Oh, Im, Sujeong +3 · 2 citations
Health Professions · #Artificial Intelligence in Healthcare #FOS: Computer and information sciences #Machine Learning (cs.LG) #Quality and Safety in Healthcare
- On the limits and opportunities of AI reviewers: Reviewing the reviews of Nature-family papers with 45 expert scientists
2026/05/20 by Seungone Kim, Dongkeun Yoon, Kiril Gashteovski +55 · 4 voices
#cs.CL #cs.AI #cs.LG
- EHR-SeqSQL : A Sequential Text-to-SQL Dataset For Interactively Exploring Electronic Health Records
2024/05/23 by Jaehee Ryu, Seonhee Cho, Ryu, Jaehee +5 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Databases (cs.DB) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning in Healthcare
- Towards Unbiased Evaluation of Detecting Unanswerable Questions in EHRSQL
2024/04/29 by Yongjin Yang, Yang, Yongjin, Sihyeon Kim +9 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- Towards Predicting Temporal Changes in a Patient's Chest X-ray Images based on Electronic Health Records
2024/09/11 by Daeun Kyung, Junu Kim, Kyung, Daeun +5 · 1 citation
Computer Science · Medicine · #AI in cancer detection #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning in Healthcare #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- Lunguage: A Benchmark for Structured and Sequential Chest X-ray Interpretation
2025/05/27 by Jong Hak Moon, Moon, Jong Hak, Choi, Geon +20 · 3 citations
Medicine · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Atomic and Subatomic Physics Research #Computation and Language (cs.CL) #FOS: Computer and information sciences #Lung Cancer Diagnosis and Treatment #Radiomics and Machine Learning in Medical Imaging