Publications

Peer-Reviewed Publications *corresponding author †co-first author

2026
CVPR 2026
ReDirector: Creating Any-Length Video Retakes with Rotary Camera Encoding
Park B, Kim BH, Chung H*, Ye JC*
🤖 AI
CVPR 2026
Video Parallel Scaling: Aggregating Diverse Frame Subsets for VideoLLMs
Chung H, Nam H, Kim J, Go H, Park B, Kim J, Ha S, Kim BH*
🤖 AI
ICLR 2026
Stochastic Optimal Control for Continuous-Time fMRI Representation Learning
Park J†, Park B†, Bang CB, Choi J, Chung H, Kim BH*, Lee J*
🧠 Neuroimaging 🤖 AI
Computers in Human Behavior 2026
Impact of Social Media Use in Static and Dynamic Functional Network Connectivity of Social Anxiety Disorder
Kim HE, Kim BH*, Cho YS, Ko Y, Kim JJ
🧠 Neuroimaging 🧑‍⚕️ Psychiatry
2025
European Radiology 2025
Predicting Molecular Types of Adult-Type Diffuse Gliomas Based on MRI Reports with Large Language Models
Suh PS†, Lee D†, Bang CB, Han K, Choi KS, Kim M, Park JE, Shin NY, Ahn SS, Choi SH, Kim HS, Lee SK, Chang JH, Kim SH, Foltyn-Dumitru M, You SC, Vollmuth P, Kim BH*, Park YW*
🧠 Neuroimaging 🤖 AI
Journal of Clinical Medicine 2025
Identifying Neurobehavioral Biomarkers of Anxiety and Treatment Response Using Virtual Reality, EEG, MRI, and Related Multimodal Measures
Oh H, Cha J, Kim BH, Oh KS, Shin YC, Jeon SW, Cho SJ, Kim J*
🧠 Neuroimaging 🧑‍⚕️ Psychiatry
J Healthcare Informatics Research 2025
Susceptibility of Large Language Models to User-Driven Factors in Medical Queries
Lim KH†, Kang U†, Li X, Kim JS, Jung YC, Park SJ, Kim BH*
🤖 AI 🧑‍⚕️ Psychiatry
Frontiers in Digital Health 2025
Simulated Virtual Reality Experiences for Predicting Early Treatment Response in Panic Disorder
Kim BH, Kim JJ, Kim J*, Cha J, Jeon SW, Oh KS, Shin DW, Cho SJ
🧑‍⚕️ Psychiatry
ICCV 2025
SteerX: Creating Any Camera-Free 3D and 4D Scenes with Geometric Steering
Park B†, Go H†, Nam H, Kim BH, Chung H*, Kim C*
🤖 AI
ICCV 2025
VideoRFSplat: Direct Scene-Level Text-to-3D Gaussian Splatting Generation with Flexible Pose and Multi-View Joint Modeling
Go H†, Park B†, Nam H, Kim BH, Chung H*, Kim C*
🤖 AI
ICCV 2025
CapeLLM: Support-Free Category-Agnostic Pose Estimation with Multimodal Large Language Models
Kim J, Chung H, Kim BH*
🤖 AI
BMC Psychiatry 2025
Evaluating Motivational Interview Quality Using Large Language Models and Hidden Markov Models
Lim K, Jung YC, Kim BH*
🤖 AI 🧑‍⚕️ Psychiatry
Journal of Anxiety Disorders 2025
Clinician Guidance in Digital Therapeutics for Panic Disorder: Meta-Analytic Dissection and Implications for Regulatory Framing and Scalable Deployment
Cho I, Kim BH, Lee H, Song YK, Chang MJ, Kim J*, Han E*
🧑‍⚕️ Psychiatry
Frontiers in Psychiatry 2025
Aligning Large Language Models for Cognitive Behavioral Therapy: A Proof-of-Concept Study
Kim Y†, Choi CH†, Cho S, Sohn J*, Kim BH*
🤖 AI 🧑‍⚕️ Psychiatry
Psychiatry Investigation 2025
Machine Learning Prediction of Attachment Type From Bio-Psychological Factors in Patients With Depression
Cho YJ†, Ryu JS†, Seok JH, Kim E, Oh J, Kim BH*
🤖 AI 🧑‍⚕️ Psychiatry
BJPsych 2025
Promises and Pitfalls of Large Language Models in Psychiatric Diagnosis and Knowledge Tasks
Bang CB, Jung YC, You SC, Kim K, Kim BH*
🤖 AI 🧑‍⚕️ Psychiatry
Clinical Psychopharmacology and Neuroscience 2025
Integrating Heart Rate Variability Improves Machine Learning-Based Prediction of Panic Disorder Symptom Severity
Lee JG, Kim JJ, Seok JH, Kim E, Oh J, Bang CB, Kim BH*
🤖 AI 🧑‍⚕️ Psychiatry
Journal of Affective Disorders 2025
Neural Dynamics of Social Anxiety During and After Anxiety-Provoking and Relaxation-Inducing: A Task and Resting-State fMRI Study
Ko Y, Kim HE*, Kim BH, Ham K, Lee S, Park B, Kim JJ
🧠 Neuroimaging 🧑‍⚕️ Psychiatry
2024
JMIR Formative Research 2024
Aligning Large Language Models for Enhancing Psychiatric Interviews through Symptom Delineation and Summarization: Pilot Study
So JH, Chang J, Kim E, Na J, Choi J, Sohn J, Kim BH*, Chu SH*
🤖 AI 🧑‍⚕️ Psychiatry
Stroke 2024
On-Device Deep Learning to Detect Carotid Stenosis With Smartphones: Development and Validation
Heo J, Lee H, Yoon S, Kim MJ, Park E, Kim BM, Kim DJ, Kim YD, Kim BH*, Nam HS*
🧠 Neuroimaging 🤖 AI
NAACL 2024 Clinical NLP Workshop
ERD: A Framework for Improving LLM Reasoning for Cognitive Distortion Classification
Lim S, Kim Y, Choi CH, Sohn J, Kim BH*
🤖 AI 🧑‍⚕️ Psychiatry
ISBI 2024
Learning Dynamic Brain Connectome with Graph Transformers for Psychiatric Diagnosis Classification
Kim BH†*, Choi J†, Yun E, Kim K, Li X, Lee J*
🧠 Neuroimaging 🤖 AI 🧑‍⚕️ Psychiatry
BJPsych Open 2024
North Korean Defectors with PTSD and Complex PTSD Show Alterations in Default Mode Network Resting-State Functional Connectivity
Kim BH, Baek J, Kim O, Kim H, Ko M, Chu SH*, Jung YC*
🧠 Neuroimaging 🧑‍⚕️ Psychiatry
2023
NeurIPS 2023 TGL Workshop
A Generative Self-Supervised Framework using Functional Connectivity in fMRI Data
Choi J, Keum S, Yun E, Kim BH*, Lee J*
🧠 Neuroimaging 🤖 AI
NeurIPS 2023 TGL Workshop
Large-scale Graph Representation Learning of Dynamic Brain Connectome with Transformers
Kim BH†*, Choi J†, Yun E, Kim K, Li X, Lee J*
🧠 Neuroimaging 🤖 AI
Frontiers in Psychiatry 2023
Antidepressant-Induced Mania in Panic Disorder: A Single-Case Study of Clinical and Functional Connectivity Characteristics
Kim BH, Kim SH, Han C, Jeong HG, Lee MS, Kim J*
🧠 Neuroimaging 🧑‍⚕️ Psychiatry
Frontiers in Psychiatry 2023
Feasibility of the Virtual Reality-Based Assessments in Patients with Panic Disorder
Kim BH, Kim JJ, Oh J, Kim SH, Han C, Jeong HG, Lee MS, Kim J*
🧑‍⚕️ Psychiatry
2022
Cancers 2022
Validation of MRI-Based Models to Predict MGMT Promoter Methylation in Gliomas: BraTS 2021 Radiogenomics Challenge
Kim BH†, Lee H†, Choi KS*, Nam JG, Park CK, Park SH, Chung JW, Choi SH
🧠 Neuroimaging 🤖 AI
Frontiers in Psychiatry 2022
Alteration of Resting-State Functional Connectivity Network Properties in Patients with Social Anxiety Disorder after Virtual Reality-Based Self-Training
Kim H, Kim BH*, Kim MK, Eom H, Kim JJ
🧠 Neuroimaging 🧑‍⚕️ Psychiatry
Scientific Reports 2022
Predicting Social Anxiety in Young Adults with Machine Learning of Resting-State Brain Functional Radiomic Features
Kim BH, Kim MK, Jo HJ, Kim JJ*
🧠 Neuroimaging 🤖 AI 🧑‍⚕️ Psychiatry
2021
NeurIPS 2021
Learning Dynamic Graph Representation of Brain Connectome with Spatio-Temporal Attention
Kim BH, Ye JC, Kim JJ
🧠 Neuroimaging 🤖 AI
JMIR Mental Health 2021
Effectiveness of Self-Guided Virtual Reality-Based Cognitive Behavioral Therapy for Panic Disorder
Shin B, Oh J*, Kim BH, Kim HE, Kim H, Kim SJ, Kim JJ
🧑‍⚕️ Psychiatry
Scientific Reports 2021
Deep Graph Neural Network-Based Prediction of Acute Suicidal Ideation in Young Adults
Choi KS, Kim S, Kim BH, Jeon HJ, Kim JH, Jang JH, Jeong BS*
🤖 AI 🧑‍⚕️ Psychiatry
Psychiatry Research: Neuroimaging 2021
The Relationship between Ambivalence, Alexithymia, and Salience Network Dysfunction in Schizophrenia
Lee SK, Lee JS, Shin YB, Kim HE, Kim BH, Kim JJ*
🧠 Neuroimaging 🧑‍⚕️ Psychiatry
Journal of Clinical Medicine 2021
Anhedonia Relates to the Altered Global and Local Grey Matter Network Properties in Schizophrenia
Kim BH, Kim HE, Lee JS, Kim JJ*
🧠 Neuroimaging 🧑‍⚕️ Psychiatry
Clinical Psychopharmacology and Neuroscience 2021
Rapid Symptom Improvement in Major Depressive Disorder Using Accelerated Repetitive Transcranial Magnetic Stimulation
Kim SJ, Son SJ, Jang M, Kim BH, Hong SJ, Seo L, Choi SW, Seok JH*, Noh JS*
🧑‍⚕️ Psychiatry
2020
ECCV 2020 AIM Workshop
PyNET-CA: Enhanced PyNET with Channel Attention for End-to-End Mobile Image Signal Processing
Kim BH, Song J, Ye JC*, Baek J
🤖 AI
Frontiers in Neuroscience 2020
Understanding Graph Isomorphism Network for rs-fMRI Functional Connectivity Analysis
Kim BH, Ye JC*
🧠 Neuroimaging 🤖 AI
Psychiatry Investigation 2020
Neural Basis of Ambivalence Towards Ideal Self-Image in Schizophrenia
Kim BH, Shin YB, Kyeong S, Lee SK, Kim JJ*
🧠 Neuroimaging 🧑‍⚕️ Psychiatry
2018
Schizophrenia Research 2018
Disrupted Salience Processing Involved in Motivational Deficits for Real-Life Activities in Patients with Schizophrenia
Kim BH, Shin YB, Kyeong S, Lee SK, Kim JJ*
🧠 Neuroimaging 🧑‍⚕️ Psychiatry
2017
Korean J Biological Psychiatry 2017
The Relationship between Low Intrinsic Motivation and Basic Psychological Need in Internet Gaming Disorder
Kim MK, Jung YH, Shin YB, Kim BH, Kim EJ, Kim JJ*
🧑‍⚕️ Psychiatry
2016
Korean J Schizophrenia Research 2016
Characteristics of Ambivalence of Self-Image in Patients with Schizophrenia
Kim BH, Shin YB, Kyeong S, Lee SK, Kim JJ*
🧑‍⚕️ Psychiatry
2015
Psychiatry Research: Neuroimaging 2015
Altered Resting-State Functional Connectivity in Women with Chronic Fatigue Syndrome
Kim BH, Namkoong K, Kim JJ, Lee S, Yoon KJ, Choi MJ, Jung YC*
🧠 Neuroimaging 🧑‍⚕️ Psychiatry

Preprints

2026
arXiv 2026
Anonpsy: A Graph-Based Framework for Structure-Preserving De-identification of Psychiatric Narratives
Lim KH, Kim BH*
🤖 AI 🧑‍⚕️ Psychiatry
2025
arXiv 2025
AutoMedic: An Automated Evaluation Framework for Clinical Conversational Agents with Medical Dataset Grounding
Oh G, Park S, Kim BH*
🤖 AI 🧑‍⚕️ Psychiatry
arXiv 2025
Generating Human Motion Videos using a Cascaded Text-to-Video Framework
Nam H, Go H, Park B, Kim BH*, Chung H*
🤖 AI
arXiv 2025
Rethinking Test-Time Scaling for Medical AI: Model and Task-Aware Strategies for LLMs and VLMs
Oh K†, Kim S†, Park SJ*, Kim BH*
🤖 AI 🧑‍⚕️ Psychiatry
arXiv 2025
Towards a General-Purpose Foundation Model for fMRI Analysis
Wang C, Jiang Y, Peng Z, Li C, Bang C, Zhao L, Lv J, Sepulcre J, Yang C, He L, Liu T, Barron D, Li Q, Hirschtick R, Kim BH, Li X*, Yuan Y*
🧠 Neuroimaging 🤖 AI
arXiv 2025
ContextMRI: Enhancing Compressed Sensing MRI through Metadata Conditioning
Chung H†, Lee D†, Wu Z, Kim BH, Bouman KL, Ye JC*
🧠 Neuroimaging 🤖 AI
arXiv 2025
PSYCHE: A Multi-Faceted Patient Simulation Framework for Evaluation of Psychiatric Assessment Conversational Agents
Lee J†, Lim K†, Jung YC, Kim BH*
🤖 AI 🧑‍⚕️ Psychiatry
2024
arXiv 2024
Improving Factuality of 3D Brain MRI Report Generation with Paired Image-Domain Retrieval and Text-Domain Augmentation
Lee J†, Oh Y†, Lee D, Joh HK, Sohn CH, Baik SH, Jung CK, Park JH, Choi KS, Kim BH*, Ye JC*
🧠 Neuroimaging 🤖 AI
arXiv 2024
Joint-Embedding Masked Autoencoder for Self-Supervised Learning of Dynamic Functional Connectivity from the Human Brain
Choi J†, Lee H†, Kim BH*, Lee J*
🧠 Neuroimaging 🤖 AI