Faculty

Machine Learning, Ethical AI, Responsible Computing, Information Theory, Large-scale Distributed Computing

Brain-Inspired Computing, Applied Machine Learning, Hardware Machine Learning Systems, Machine Learning Enabled Electronic Design Automation, Circuits & Systems

Next-generation Communication, Sensing and Inference Infrastructures centered around Millimeter Wave Systems; Signal Processing Algorithms; Robust Machine Learning

Image Informatics

Geometric Statistics, Geometric Deep Learning, Topological Deep Learning, Equivariant Deep Learning, Shape Analysis, Computational Medicine, Theoretical Neuroscience, Computational Neuroscience

Machine Learning, Information Theory, Human-Cyber-Physical Systems, Stochastic Networks

Machine Learning, Computer Vision, Multi-modality Modeling, Robustness in Healthcare

Artificial Intelligence for Design and Test, Data Analysis, Machine Learning

Electronic and Photonic Design Automation; Mathematical Data Science; Uncertainty quantification: Tensor-based Machine Learning and Hardware