Research Summary

I am interested in the following topics (with selected works):

• Self-Supervision: Natural Images [ICLR 2019], Neuroimaging [IEEE BHI 2019][MICCAI 2020][NeurIPS ML4H Workshop 2019]
• Multimodal Learning: Neuroimaging [IEEE ICHI 2021]
• Out-of-distribution Generalization, Robustness and Fairness: Neuroimaging [ICLR RobustML Workshop 2021]
• Interpretability: Neuroimaging [IEEE ISBI 2021], [Preprint]
• Image Segmentation: Brain Tissue [IJCNN 2017], Atlas [BigNeuro Workshop NeurIPS 2017]

I also worked on Reinforcement Learning [NeurIPS Deep RL Workshop 2015] and Computer Vision problems (traffic sign recognition; age and gender recognition from human faces).

I am a Ph.D. student in Electrical & Computer Engineering at Georgia Institute of Technology under the supervision of Dr. Sergey Plis and Dr. Vince D. Calhoun. My research interests are Representation Learning, Self-Supervision, and Multimodal Learning.