Research

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ICLR 2026 Stochastic Optimal Control for Continuous-Time fMRI Representation Learning
arXiv 2025 Towards a General-Purpose Foundation Model for fMRI Analysis
ISBI 2024 Learning Dynamic Brain Connectome with Graph Transformers for Psychiatric Diagnosis Classification

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arXiv 2026 Anonpsy: A Graph-Based Framework for Structure-Preserving De-identification of Psychiatric Narratives
arXiv 2025 PSYCHE: A Multi-Faceted Patient Simulation Framework for Evaluation of Psychiatric Assessment Conversational Agents
BJPsych 2025 Promises and Pitfalls of Large Language Models in Psychiatric Diagnosis and Knowledge Tasks

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Computers in Human Behavior 2026 Impact of Social Media Use in Static and Dynamic Functional Network Connectivity of Social Anxiety Disorder
BJPsych Open 2024 North Korean Defectors with PTSD and Complex PTSD Show Alterations in Default Mode Network Resting-State Functional Connectivity

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European Radiology 2025 Predicting Molecular Types of Adult-Type Diffuse Gliomas Based on MRI Reports with Large Language Models
Stroke 2024 On-Device Deep Learning to Detect Carotid Stenosis With Smartphones: Development and Validation

Collaborations

EverEx

Byung-Hoon is also leading a team of AI Researchers and Engineers at EverEx along with Hyungjin Chung, with a focus on realizing [🏃🏻 human motion]-centric vision-language models for healthcare applications.