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Incorporating Inductive Biases in Deep Learning for Improved Generalization

Department: Computer Science

Quarter: Spring 2022

Seminar Date: Apr 29, 2022

Speaker Name:
Rose Yu

Organization:
UCSD

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Speaker Website:
https://roseyu.com/

Bio:
Rose Yu is an assistant professor at UCSD in CSE and a primary faculty in the AI Group. She received her Ph.D. from USC and was a postdoc at CalTech. Her research focuses on advancing machine learnin…

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Summary:
Recent work has shown deep learning can significantly improve time series prediction and dynamics learning. However, the inability to generalize under distributional shift limits its applicability to…

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