Edward Choi

Korea Advanced Institute of Science and Technology — South Korea

Computer Science · Physical Sciences

30h-index7.1kcitations186works2.62yr avg
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Research Topics

Machine Learning in Healthcare(54), Topic Modeling(53), Natural Language Processing Techniques(21), Artificial Intelligence in Healthcare(17), Biomedical Text Mining and Ontologies(14)

Publications186 total

Client-Centered Federated Learning for Heterogeneous EHRs: Use Fewer Participants to Achieve the Same Performance
2025Open Access
Modeling Clinical Uncertainty in Radiology Reports: from Explicit Uncertainty Markers to Implicit Reasoning Pathways
arXiv (Cornell University)·2025Open Access
Reflections from Research Roundtables at the Conference on Health, Inference, and Learning (CHIL) 2025
arXiv (Cornell University)·2025Open Access
From Conversation to Query Execution: Benchmarking User and Tool Interactions for EHR Database Agents
arXiv (Cornell University)·2025Open Access
LayerNorm Induces Recency Bias in Transformer Decoders
ArXiv.org·2025Open Access
FHIR-AgentBench: Benchmarking LLM Agents for Realistic Interoperable EHR Question Answering
ArXiv.org·2025· 1 citedOpen Access
AI for interculturality in higher education
2025
Generating Multi-Table Time Series EHR from Latent Space with Minimal Preprocessing
arXiv (Cornell University)·2025Open Access
MD-ViSCo: A Unified Model for Multi-Directional Vital Sign Waveform Conversion
arXiv (Cornell University)·2025Open Access
Lunguage: A Benchmark for Structured and Sequential Chest X-ray Interpretation
arXiv (Cornell University)·2025Open Access
Trans-EnV: A Framework for Evaluating the Linguistic Robustness of LLMs Against English Varieties
arXiv (Cornell University)·2025Open Access
Enhancing LLMs' Clinical Reasoning with Real-World Data from a Nationwide Sepsis Registry
arXiv (Cornell University)·2025Open Access
A deep-learning algorithm using real-time collected intraoperative vital sign signals for predicting acute kidney injury after major non-cardiac surgeries: A modelling study
PLoS Medicine·2025· 4 citedOpen Access
Comparing neural language models for medical concept representation and patient trajectory prediction
Artificial Intelligence in Medicine·2025· 2 citedOpen Access
A SCOPING REVIEW OF HEALTH PROFESSION STUDENTS AS STAKEHOLDERS IN SCIENCE DIPLOMACY
INTED proceedings·2025
LabTOP: A Unified Model for Lab Test Outcome Prediction on Electronic Health Records
arXiv (Cornell University)·2025· 1 citedOpen Access
R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs
arXiv (Cornell University)·2025Open Access
Learning under label noise through few-shot human-in-the-loop refinement
Scientific Reports·2025· 5 citedOpen Access
A Large-Scale Real-World Evaluation of an LLM-Based Virtual Teaching Assistant
2025Open Access
Deep Learning-Based Landmark Detection Model for Multiple Foot Deformity Classification: A Dual-Center Study
Yonsei Medical Journal·2025Open Access
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Frequent Co-authors

Jimeng Sun(17), Walter F. Stewart(12), Mohammad Taha Bahadori(7), Andy Schuetz(5), Jaegul Choo(4), Jungwoo Oh(4), Cao Xiao(3), Siddharth Biswal(3), Bradley Malin(3), Jon Duke(3), Jong Hak Moon(3), Woncheol Shin(3), Young‐Hak Kim(3), Yohan Jo(3), Daeun Kyung(3), Eunbyeol Cho(3), Gyubok Lee(3), Joshua A. Kulas(2), Le Song(2), Elizabeth Searles(2)