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

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

Graphs, Information Theory, Algorithms, Machine Learning

Social Network Analysis, Natural Language Processing, Machine Learning

Signal Processing, Computational Imaging, Machine Perception, Data Science

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, Robotics, Machine Learning

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

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

HCI for ML, AI Explainability

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

Machine Learning, Neuroimaging, Biomedical Imaging

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

Adversarial Machine Learning, Robust Learning

Robotics, Motion Planning, and Virtual Reality 

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

Motion Planning and Control, Autonomous Robots

Machine Learning and Optimization

Machine Translation, Computational Morphology & Syntax

Machine Learning, Computer Vision

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

Machine Learning Theory

Explainable AI, Fairness in AI, Adversarial Maching Learning

Machine Learning in Computational Genomics, Ensemble Methods, Statistical Estimation

Machine Learning, Automatic Reasoning

Machine Learning, Natural Language Processing, Knowledge Representation, Reasoning