Artificial Intelligence

Robot Motion and Task Planning, Multi-Agent Systems, Crowd Simulation

Machine Learning Methods for Imaging Science, Image Reconstruction, Deep Learning for Inverse Problems

Human-Centered Natural Language Processing, AI for Science, Adaptive Language Interfaces

Machine Learning, Learning Theory, Optimization, Generative Models, Sequential Decision Making, Physics-Guided Machine Learning, Differential Privacy

Motion Planning and Control

Machine Learning, Natural Language Processing, AI Applications, Data Management Support for AI

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, Object Recognition, Scene Understanding

Computational Linguistics

Computer Vision Analytics for Building and Construction Performance Monitoring

Computer Vision, Machine Learning, Motion Analysis, Robotics

Computer Vision, Robotics, Machine Learning

Conversational AI and Natural Language Processing

Machine Learning, Natural Language-Based Text Analysis, Text Summarization

Statistical Speech Technology

Motion Planning, Optimal Control, Integrated Planning and Learning, Robot Systems

Natural Language Processing, Computational Linguistics 

Computer Vision, Object Recognition, Spatial Understanding, Scene Interpretation 

Probabilistic Graphical Models; Deep Learning; Data Science; Health Analytics; Safety, Reliablity and Security of Autonomous Systems; Reinforcement Learning

ML4Code, ML interpretability, testing, and debugging

Natural Language Processing, especially on Information Extraction and Knowledge-driven Natural Language Generation, Text Mining, Knowledge Graph Construction for Scientific Discovery

Reinforcement Learning, Machine Learning, Sample Complexity Analyses

Analytics with Machine Learning, Databases with Machine Learning, Machine Learning Security, Machine Learning + Cryptography 

HCI for ML, AI Explainability

Cyberinfrastructure for Machine Learning, Machine Learning Systems Research, Deep Learning Applications

Systems for Machine Learning, Machine Learning for Systems

Computer Vision, Scene Understanding, Visual Learning, Vision and Language

Adversarial Machine Learning, Robust Learning

Artificial Intelligence

Cyberinfrastructure for Digital Preservation, Auto-Curation, and Managing Unstructured Digital Collections 

AI for Audio; Model Compression; Personalized AI; Signal Separation, Enhancement, and Coding

Motion Planning and Control, Autonomous Robots

Natural Language Processing, Machine Learning, Large Language Models, AI for Science

Computer Vision, Ego4D, VR/AR, Mobile Health, Health AI, Machine Learning, Developmental Machine Learning, Behavioral Imaging

Field Robotics, Autonomous Systems Engineering, Machine Perception, Computer Vision

Machine Translation, Computational Morphology & Syntax

Machine Learning, Computer Vision

Certified Artificial Intelligence, Adversarial Robustness, Neural Network Verification, Safe Deep Learning

Machine Learning for Audio, Speech and Music; Signal Processing; Source Separation; Sound Recognition and Classification

Deep Learning for Drug Discovery, Clinical Trial Optimization, Computational Phenotyping, Clinical Predictive Modeling, Mobile Health and Health Monitoring, Tensor Factorization, and Graph Mining

Explainable AI, Fairness in AI, Adversarial Maching Learning

Conversational AI

Human-centered AI, Generative AI, AI for Social Good, Fairness and Privacy in AI

Computer Vision, Robotics

Computer Vision, Machine Learning, Meta-Learning, Robotics

Machine Learning in Computational Genomics, Ensemble Methods, Statistical Estimation

Applications of Machine Learning, Reinforcement Learning, and Large Language Models in Systems and Networking

Tactile sensing, Robot manipulation

Efficient DL/AI Systems and Algorithms, Parallel Computing and Runtime, Natural Language Processing, AI for Science

Machine Learning Theory and Applications, Optimization, Reinforcement Learning, Robustness, Generative AI, Large Language Models

Machine Learning, Representation Learning, Algorithmic Fairness, Probabilistic Models

Machine Learning, Automatic Reasoning

Machine Learning, Neuroimaging, Biomedical Imaging

Machine Learning, Natural Language Processing, Knowledge Representation, Reasoning