Artificial Intelligence
Our faculty are recognized leaders in the study of systems that exhibit intelligent behavior.
This includes artificial intelligence, computer vision, machine listening, natural language processing, machine learning, and robotics. Illinois boasts a top-five ranked program and a decades-long legacy of breakthroughs in AI research and applications. Our strong, diverse, and growing AI group is dramatically accelerating efforts in research and industry digital transformations.
Siebel School Experts at Work
Big challenges. Bold solutions. See how our faculty and students are shaping artificial intelligence.
Research Centers and Partnerships
Our advanced research infrastructure and talented faculty, students and researchers drive groundbreaking discoveries that change the world. The ideas we cultivate here enhance human life and lead to transformative advancements.
Faculty & Affiliate Faculty
Edge AI, AIoT, Machine Learning for IoT/CPS Applications
Immersive computing
Reasoning, NLP, Applications to Agriculture
AI in Education. Conversational AI. Systems for AI
Robot Motion and Task Planning, Multi-Agent Systems, XR, Smart Manufacturing
Machine Learning Methods for Imaging Science, Image Reconstruction, Deep Learning for Inverse Problems
Large Language Models, natural language processing, evaluation, human-centered AI
Machine learning, generative models, reinforcement learning, optimization, privacy, world models, geospatial AI
Motion Planning and Control
Graph Learning, Explainable ML
Knowledge acquisition, large language model, information extraction, information integration, question answering, natural language processing, machine learning
Control, Autonomy and Decision Making, Vision and LIDAR Based Perception, GPS Denied Navigation
Computational Statistics, Reproducible Research, Statistics Education, Machine Learning
Social Network Analysis, Natural Language Processing, Machine Learning
Signal Processing, Computational Imaging, Machine Perception, Data Science
Societal impact of AI, algorithmic game theory, human-AI collaboration
Autonomous Vehicles, Validating Autonomous Systems, Interactive Control Policies for Intelligent Systems in Multi-Agent Settings
Computational linguistics
Computer Vision
Computational Linguistics
Computer Vision Analytics for Building and Construction Performance Monitoring
Computer Vision, Machine Learning, Robotics
Computer Vision, Robotics, Machine Learning
Conversational agents, dialogue systems, language understanding, language modeling
Machine Learning, Natural language Processing, Large Language Models
Statistical Speech Technology
Motion Planning, Optimal Control, Integrated Planning and Learning, Robot Systems
Natural Language Processing
Computer vision, machine learning, robotics
Responsible AI, Game Theory, Reinforcement Learning, Adaptive Dynamic Programming, Learning from Demonstration, Machine Learning Systems Research
Probabilistic Graphical Models; Deep Learning; Data Science; Health Analytics; Safety, Reliablity and Security of Autonomous Systems; Reinforcement Learning
Code reasoning, agentic software engineering, analyzing agentic systems
Natural language processing, multimodal knowledge acquisition, foundation models, AI for science
Reinforcement learning, theory
AI Agents, Reinforcement Learning, Data
Human-centered AI, Generative AI
Audio and Speech AI, Model Compression, Personalized AI, Data Augmentation, Neural Speech and Audio Coding
Cyberinfrastructure for Machine Learning, Machine Learning Systems Research, Deep Learning Applications
AI analysis for performance, workload and reliability understanding
Machine Learning Efficiency, Machine Learning Systems
Computer vision, AI
Trustworthy AI, agents, NLP
Trustworthy AI; Agent Safety
Generative AI, diffusion, multimodal, RL, geometric deep learning
Artificial Intelligence
Computer Vision, Machine Learning, Continual Learning, Online Learning, 3D Generative Models
Code Agents, Code LLMs, AI for SE, SE for AI, AI&Security
Multimodal Machine Learning, 2D/3D Generative AI, Vision-Language Models, Embodied AI
Data-Centric AI, Data Attribution, Generative AI, Large Language Models, AI for Science
Cyberinfrastructure for Digital Preservation, Auto-Curation, and Managing Unstructured Digital Collections
Bayesian Machine Learning, Path Planning, Safety, Human Robot Interaction
Multi agent systems, Fair machine learning, strategic analysis
Robotics, Machine Learning
AI systems, AI Quantum, Reinforcement learning for resource management, agentic systems
Scientific machine learning, machine learning in numerical methods
Planning, Learning, Sequential Decision-Making, AI-Based Robotics, Hallucinations
AI for programming, AI for verified programs, AI for theorem proving, verification of AI based systems
LLMs, NLP
ML for Mobile health, Reinforcement learning for just-in-time intervention,
Neural networks
Computer Vision, AI for Child Development, Health AI, Generative AI, AI Safety, Machine Learning
Embodied AI in agriculture, construction, and marine applications
AI for Math, AI for Formal Proof, Autoformalization
Applied machine learning, data science, cognitive science, causal models, longitudinal data, graph data
Machine Translation, Computational Morphology & Syntax
Machine Learning, Computer Vision
Trustworthy AI, Reinforcement Learning, Training with Logic
Machine Learning for Audio, Speech and Music; Signal Processing; Source Separation; Sound Recognition and Classification
Tensor decomposition, empirical Bayesian models
Political and Social side of AI and its implications
AI for healthcare and life science
Graph Algorithm, Generative Models, AI safety, Trustworthy AI
Conversational AI
Human-centered AI, Generative AI, AI for Social Good, Fairness and Privacy in AI
Computer Vision; Robotics; Generative Models
Computer Vision, Machine Learning, Robotics
Bioinformatics
ML for Systems, Systems for ML, Agentic AI
LLMs, Agents
Robotics
Agentic AI, Multi-Modality, Natural Language Processing, Reinforcement Learning
Large language models (for coding and reasoning
Agentic AI, Multi-Modality, Natural Language Processing, Reinforcement Learning
Machine Learning, Theory, Generative AI, Robustness
Trustworthy machine learning; learning theory; probabilistic models
Adjunct Faculty
Machine Learning, Automatic Reasoning
Machine Learning, Neuroimaging, Biomedical Imaging
Machine Learning, Natural Language Processing, Knowledge Representation, Reasoning