Research

Research Field

UNIST AIGS

Helping People, Driving Innovation,

and Advancing Industry through AI

Efficient
AI
Overcoming Data Scarcity
AI technology that efficiently utilizes data to achieve optimal performance.
  • Multi-task Learning
  • Human-in-loop & Active Learning
  • Federated Learning
  • Learning-based Optimization
  • Continual Learning
  • Learning-based Optimization
General-Purpose
AI
Developing General-Purpose AI (AGI)
AI technology that discovers knowledge independently by reasoning causal relationships
  • Automated Machine Learning
  • Causal Learning
  • Meta-Learning
  • Multi-Modal Learning
  • Generative Models
Robust
AI
Ensuring Reliable AI Predictions
Robust AI capable of adapting reliably to new tasks
  • Robust Learning
  • Semi-supervised Learning
  • Unsupervised Learning

Task

Accumulating future AI core technologies through innovative
collaborative research by integrating Core AI and applied research

Activating Collaborative ResearchSecuring Core Technologies

  • Resource Managemen

    Developing dynamic resource management systems for deep learning

  • Systems

    Developing AI software and hardware accelerator systems for autonomous driving

  • Communications

    Developing AI-based next-generation intelligent communication systems

  • Embedded AI

    Efficient AI technologies for on-device and edge devices

  • Finance

    Developing AI-based asset management models for investment

  • Natural Sciences

    Developing new materials and conducting astronomical research using AI

  • Climate & Disaster AI

    Conducting climate research using AI

  • 3D Vision

    Developing next-generation 3D visual intelligence technologies

  • Robotics

    Developing next-generation intelligent robot (agent) technologies

  • Healthcare

    Developing robust and generalizable AI technologies for bioelectrical signal processing

  • Transportation & Logistics

    Developing next-generation AI technologies for transportation

  • Manufacturing

    Developing learning-based manufacturing optimization technologies

  • Security

    Developing safe AI for personal data protection and software-verified AI for reliability enhancement

  • NLP & Multimodal AI

    Developing next-generation multimodal interactive dialogue model technologies

  • Conducting research on 10 high-impact applied topics
  • Promoting collaborative research across these topics
  • Securing core AI technologies for applied research through cooperation among Core AI areas