Hi! Iām Nikita Durasov, a PhD student at EPFL IC (šØš) where I work under supervision of Professor Pascal Fua at Computer Vision Laboratory on problems connected with Deep Learning (š¤) and Computer Vision (š).
Previously, I was a research scientist at Samsung AI and worked under supervision of Anton Konushin at Visual Understanding Lab. I did my bachelors at MIPT (š·šŗ) with a degree in Applied Math jointly studying at Yandex School of Data Analysis.
Research
I'm broadly interested in improving interpretability and robustness of modern deep learning models through uncertainty quantification and bayesian methods.
As a result I'm also curious about new approaches to active learning, bayesian optimization and other data-efficient techiques for different domains.
Mostly, my research is focused on computer vision and image processing tasks but isn't limited to them. Occasionally, I'm trying to wrap my head around natural language processing and reinforcement learning.
Publications
