Professor

Multisensory Intelligence Lab.

Multimodal Machine Learning, Audio-Visual Learning, Visio-Tactile Learning, Audio/Speech Processing, Computer Vision

Digital Processor & System-on-Chip Lab.

Neural Processing Unit (NPU), AI model compression, HW-friendly optimization, Wireless communications, Digital VLSI design, ASIC

Computational Astrophysics Lab.

Computational astrophysics. Numerical hydrodynamic simulations with additional features: magnetic field, radiation, relativistic effects, and nuclear, atomic, and chemical reactions. Applications to astronomical observations related to nuclear astrophysics (stellar evolution, neutron star, and X-ray bursts) and interstellar medium (high velocity clouds and star formation). Multi-messenger astronomy: gravitational wave and neutrino astronomy. Applying the artificial intelligence to analyze the astronomical big data.

Ubiquitous Artificial Intelligence Lab.

On-Device AI, AI Efficiency, AI Personalization

UNIST Computer-integrated Manufacturing Lab.

AI for Manufacturing Systems, Computational Design for Additive Manufacturing, Agent-Based Modeling of Complex Systems, Digital Twin and Cyber-Physical Manufacturing

Design Futuring Lab.

Human-Centered Design & AI, Human-Computer Interaction, User Experience, Digital Health

Software Testing and Analysis Research Lab.

Software Engineering for AI domains, AI application for Software Engineering tasks, Software Testing and Analysis, Fuzzing

Data Analytics Lab.

Industrial statistics and data analytics , Quality engineering and management , Statistical process monitoring, Anomaly detection

Accelerated Optimization Laboratory

Mathematical Optimization, GPU-accelerated/AI-Enhanced Optimization, Machine Learning, Energy System Optimization

Data Mining Lab.

Data Mining, Social Network Analysis, Graph Mining, Clustering, Oracle-based mining

Interactive Machine Intelligence Lab.

Generative machine learning, Multi-agent interactive systems, Bayesian machine learning

Statistical Decision Making Lab.

Statistics, Machine Learning, Reinforcement Learning

Interactive Multimodal Machine Learning lab.

Multimodal Learning, Generative AI, Interactive AI

Wireless & Mobile Networking Lab.

Computer networks, AI/ML for communications and networks (e.g., DRL and FL), communications for mobility

Natural Language Processing Lab.

Natural Language Processing, Large Language Models, Knowledge Editing, Retrieval-Augmented Generation, Reasoning

Autonomous Systems and Decision-making Lab.

Reinforcement Learning, Multi-Agent Systems, AI-based Decision-Making, Autonomous Systems and Operations, Robot Learning

Safe Artificial Intelligence Lab.

Privacy-preserving Machine Learning (PPML), Fairness-aware Machine Learning, Adversarial Machine Learning

UNIST Vision and Learning Lab.

Computer Vision, Deep Learning, 3D Pose Estimation/Reconstruction, Vision-Language and Action Model

Intelligent System Software Lab. ( ISSL )

System software for machine learning, ML augmented system software, Scalable parallel and distributed computing, computer systems security

Visual Information Processing Lab.

Computer Vision, Image Processing, 3D Visual Processing, Machine Learning, Deep Learning

Signal Processing Lab.

Nonstationary signal modeling & processing, Volumetric geometry modeling & processing, Color & surface property perception analysis

Laboratory of Advanced Imaging Technology ( LAIT )

Generative AI, Computer Vision, Computational Imaging, Multimodal Representation Learning

Active Generative Agents Lab.

Natural Language Processing, Robotics, Machine-learning, Computer Vision

Machine Intelligence and Information Theory Lab.

Machine Learning, Learning Theory, Generalization, Robustness, Information Theory, Intelligent Communications

CORE (COmputational and Reactor physics and Experiment) Lab.

AI-Based Nuclear Engineering, GPU Acceleration, Digital Twin, Reactor Anomaly Diagnosis with AI, XAI

Data Intelligence Lab.

Data Mining, Recommender Systems, Graph Neural Networks (GNNs), and Trustworthy AI

Financial Engineering Lab.

Financial Engineering, Personal/Household Finance, Optimization, Machine Learning, AI for Finance

Intelligent Computing & Codesign Lab. ( ICCL )

Algorithm-hardware-software co-design, AI and neural network processors, Electronic design automation, Architecture and compilers for embedded system.

Radiation & Medical Intelligence Lab. ( RAMI )

Deep Learning (AI) Application in Medical Domain, Computer Vision, Radiological Physics, Medical Imaging

AI & Communications Networks Lab.

Agentic AI, decentralized networks, semantic communications, holographic MIMO, covert communications

Machine Learning and Finance Lab.

Stochastic Optimization, Multi-Objective Optimization, Inverse Optimization, Physical Simulation, Stochastic Analysis

Intelligence and Control-based BioMedicine Lab.

AI-based Medical Device, Medical Digital Twin, Clinical Decision Support, Digital Healthcare, Medical Informatics

Intelligent Remote sensing and geospatial Information Science (IRIS) Lab.

Remote Sensing, Disaster Monitoring and Prediction, Climate Change, Data Fusion, Machine Learning, Deep Learning

Service Engineering & Knowledge Discovery Lab.

Knowledge Service, Service Intelligence, Knowledge Discovery

Robotics and Mobility Lab.

control theory, motion planning, optimization methods, learning-based algorithms, robotics, autonomous systems, future mobility, self-driving cars safe learning-based algorithms, behavior/intent prediction, safety against malicious attacks, high-performance robotic maneuvers, traffic control for self-driving cars, energy-efficient driving

AI Cognition Optimization with Reinforcement & Exploration (AI-CORE) Lab.

Reinforcement Learning, Large Language Models (LLMs), LLM Agent, Industrial AI, Physical AI

Intelligent Manufacturing & Materials Lab.

AI Based Manufacturing Technology, AI-PHM, Smart Mechanical Systems

Changwook Jeong Research Group.

Robust PDE surrogate modeling, AI-enabled forward–inverse Co-optimization (semiconductors), Machine learning potential (MLP), Material discovery

3D Vision & Robotics Lab.

3D Vision: 3D scene understanding/reconstruction, Neural scene representation and 3D generative modeling, physical reasoning for spatial intelligenceRobotics: Multi-agent 3D perception (depth, SLAM, traversability), Multimodal sensor fusion, Embodied perception and robotic manipulation

Photonic Intelligence Lab.

Nanophotonics, Semiconductor Photonics, Optical Neural Network, Computer Vision, Deep Learning

System Software Lab.

Cloud computing, Machine learning platforms and systems, Storage systems

Physical AI for Transfomative Materials Discovery

Reticular Chemistry, Algorithm, Metal–Organic Frameworks (MOFs), Autonomous Experimentation

Generative Intelligence Lab.

Generative Models, Representation Learning, Computer Vision, Deep Learning, Machine Learning, Industrial AI

Computer Architecture and Co-Design Research Group

Computer Architecture and Systems, Hardware-Software Co-Design for AI Applications, AI Accelerator Design (NPU/PIM)

Machine Learning and Intelligent Control Lab.

Core Reinforcement Learning, Multi-agent Systems, LLM-based Decision Making, Intelligent Control, Physical Intelligence