Research Interests
- Robust and scalable machine learning
- Domain adaptation and transfer learning
- Explainable and neuro-symbolic AI
- Sequential decision methods
Ongoing Research Projects
- Distributionally Robust Approaches to Transfer Learning (DARPA)
- Emerging Directions in Robust Learning and Inference (NSF)
- Physics-Informed Machine Learning for Intrinsically Disordered Proteins (DARPA)
Professional Activities
- Associate Editor, IEEE Transactions on Signal Processing
- Senior Member, IEEE
- Area Chair for the Machine Learning for Signal Processing Track, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
- Technical Committee Member, Machine Learning for Signal Processing (MLSP)
- Program Committee Member for AAAI, NeurIPS, ICML, AISTATS, IJCAI, ICLR, ICCV
- NSF Panel Reviewer
- Technical reviewer for numerous IEEE Transactions