Arda Şenocak
Multisensory Intelligence Lab.
Multimodal Machine Learning, Audio-Visual Learning, Visio-Tactile Learning, Audio/Speech Processing, Computer Vision
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
Computational Advanced Nanomechanics (CAN)
Topological Metamaterials, Dislocation Theory, Nano-cracks (또는 Nanocracks), Materials with Negative Properties, Mechanical Anomalous Properties
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
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
Scientific Artificial Intelligence Lab.
Advanced scientific computing, Autonomous laboratory, AI for materials science
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.
Representation, Compression, and Recognition of Image, Color, 3D Geometry Data
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.
Machine Learning and Optimization 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
Service Engineering & Knowledge Discovery Lab.
Knowledge Service, Service Intelligence, Knowledge Discovery
AI Cognition Optimization with Reinforcement & Exploration (AI-CORE) Lab.
Reinforcement Learning, Large Language Models (LLMs), LLM Agent, Industrial AI, Physical AI
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
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 Generation, 3D Reconstruction, 3D Scene Understanding. Robotics: SLAM/Sensor Fusion, 3D Perception, Collaborative Robot.
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
Machine Learning and Intelligent Control Lab.
Core Reinforcement Learning, Multi-agent Systems, LLM-based Decision Making, Intelligent Control, Physical Intelligence
Computer Architecture and Co-Design Research Group
Computer Architecture and Systems, Hardware-Software Co-Design for AI Applications, AI Accelerator Design (NPU/PIM)