Hi,
I'm Jiwoo
AI Researcher
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About
I'm Jiwoo Jung
M.S., Department of Computer Science and Artificial Intelligence,
Dongguk University, Seoul.
AI Researcher specializing in Vision-Language-Action (VLA) models, multi-agent systems,
and autonomous driving. Published at CVPR 2026 and in SCIE Q1 journals
(Knowledge-Based Systems, Complex & Intelligent Systems).
인공지능융합혁신인재양성(IITP/MSIT) — Developed a multi-agent debate
framework with Mixture-of-Experts routing for Vision-Language Models, and designed
a VLA pipeline with inference-time reasoning (Visual CoT, ToT). This work led to
publications at CVPR 2026 and Knowledge-Based Systems.
ICAN AI+X Project(IITP/MSIT) — Developed a Physics-Informed Neural
Network combined with momentum contrastive learning for battery state of health
estimation, and filed a patent on AI-driven physical system monitoring. Published in
Complex & Intelligent Systems.
AI 운전능력평가 표준화사업(KIPoT/경찰청) — Designed AI-based evaluation
metrics and benchmark scenarios for autonomous driving capability assessment, and
developed a standardized testing pipeline integrating vision-language models for
driving behavior analysis.
Skills
Professional Skills
My expertise spans from foundational engineering to state-of-the-art AI model development.
Publications
HybridDriveVLA
Vision-Language-Action Model with Visual CoT Reasoning and ToT Evaluation for Autonomous Driving
Debating Agent Router
Debating Agent Router in Mixture of Vision-Language Model Experts for Autonomous Driving
Physics-Informed Neural Network
PINN and Momentum Contrastive Learning for Battery State of Health Estimation