News
Paper accepted at BMVC 2026: Generating Human Motion Videos using a Cascaded Text-to-Video Framework.
Paper accepted at Journal of Medical Internet Research: Model and Task-Aware Test-Time Scaling Strategies for Large Language and Vision-Language Models in Medicine: Evaluation Study.
Research featured on KBS News: μ§λ¬Έμ λμΉλ³΄λ AIβ¦AI μλ£μλ΄ λ§Ήμ νλ©΄ ν°μΌ λ μλ (AI:λλ¨Έ).
Paper accepted at MICCAI 2026: Improving Factuality of 3D Brain MRI Report Generation with Paired Image-Domain Retrieval and Text-Domain Augmentation.
Paper accepted at IEEE Journal of Biomedical and Health Informatics: AutoMedic: An Automated Evaluation Framework for Clinical Conversational Agents with Medical Dataset Grounding.
New grant awarded β IITP: Development of an Integrated Sensory AI Model Based on Brain Neural Principles. β©751.25M (~$545K). (Co-PI)
Paper accepted at Nature Biomedical Engineering: Towards a General-Purpose Foundation Model for fMRI Analysis.
Paper accepted at Psychiatry Research: Characteristics of subjective well-being and communication in individuals with social anxiety disorder assessed through virtual reality tasks.
Paper accepted at ACL 2026: Anonpsy: A Graph-Based Framework for Structure-Preserving De-identification of Psychiatric Narratives.
Paper accepted at Computers in Human Behavior: Impact of Social Media Use in Static and Dynamic Functional Network Connectivity of Social Anxiety Disorder.
Received Outstanding Researcher Award (Research Funding Category) from Yonsei Institute for Digital Health (YIDH).
Two papers accepted at CVPR 2026: ReDirector and VPS.
Paper accepted at ICLR 2026: Stochastic Optimal Control for Continuous-Time fMRI Representation Learning.
New project funded β Yonsei Institute for AI and Social Innovation: Toward Safe Large Language Models β Mental Health Protection via Safety Metrics and Monitoring Frameworks. β©35M (~$23K). (Co-PI)
Paper accepted at Journal of Clinical Medicine: Identifying Neurobehavioral Biomarkers of Anxiety and Treatment Response Using Virtual Reality, EEG, MRI, and Related Multimodal Measures.
Paper accepted at European Radiology: Predicting Molecular Types of Adult-Type Diffuse Gliomas Based on MRI Reports with Large Language Models.
Paper accepted at Frontiers in Digital Health: Simulated Virtual Reality Experiences for Predicting Early Treatment Response in Panic Disorder.
Paper accepted at J Healthcare Informatics Research: Susceptibility of Large Language Models to User-Driven Factors in Medical Queries.
Paper accepted at Journal of Anxiety Disorders: Clinician Guidance in Digital Therapeutics for Panic Disorder: Meta-Analytic Dissection and Implications for Regulatory Framing and Scalable Deployment.
Paper accepted at BMC Psychiatry: Evaluating Motivational Interview Quality Using Large Language Models and Hidden Markov Models.
Paper accepted at Frontiers in Psychiatry: Aligning Large Language Models for Cognitive Behavioral Therapy: A Proof-of-Concept Study.
Three papers accepted at ICCV 2025: CapeLLM, VideoRFSplat, and SteerX.
New grant awarded β KDCA: Cohort-based Neuroimage AI Training Dataset Construction for Cognitive Aging Study. β©900M (~$650K).
New grant awarded β NRF of Korea: Multi-task Multi-modal Brain Signal-based Young Adult ADHD Screening and Cognitive Function Assessment AI Algorithm Development. β©678.75M (~$500K).
Paper accepted at Journal of Affective Disorders: Neural Dynamics of Social Anxiety During and After Anxiety-Provoking and Relaxation-Inducing: A Task and Resting-State fMRI Study.
Paper accepted at Clinical Psychopharmacology and Neuroscience: Integrating Heart Rate Variability Improves Machine Learning-Based Prediction of Panic Disorder Symptom Severity.
Paper accepted at Psychiatry Investigation: Machine Learning Prediction of Attachment Type From Bio-Psychological Factors in Patients With Depression.
Paper accepted at JMIR Formative Research: Aligning Large Language Models for Enhancing Psychiatric Interviews through Symptom Delineation and Summarization: Pilot Study.
New project funded β NRF of Korea: Korea-UK Global Joint Research Centre for Dementia. β©2,250M (~$1.5M). (Collaborator)
Paper accepted at BJPsych: Promises and Pitfalls of Large Language Models in Psychiatric Diagnosis and Knowledge Tasks.
Paper accepted at Stroke: On-Device Deep Learning to Detect Carotid Stenosis With Smartphones: Development and Validation.
New grant awarded β NIA of Korea: Hyperscale AI Ecosystem Expansion Initiative β Medical Knowledge Data Corpus. β©30M (~$22.5K). (Co-PI)
New grant awarded β IIDH, Yonsei University Health System: Multi-faceted Psychiatric Patient Utterance Simulation for Evaluation of Generative AI-based Psychiatric Assessment Conversational Agents. β©10M (~$7.5K). (PI)
Paper accepted at NAACL 2024 Clinical NLP Workshop: ERD: A Framework for Improving LLM Reasoning for Cognitive Distortion Classification.
NAIPL (Neuroimaging & AI for Psychiatry Lab) is officially launched at Yonsei University College of Medicine.