Web: http://arxiv.org/abs/2110.03210

June 17, 2022, 1:11 a.m. | William T. Redman, Tianlong Chen, Zhangyang Wang, Akshunna S. Dogra

cs.LG updates on arXiv.org arxiv.org

Foundational work on the Lottery Ticket Hypothesis has suggested an exciting
corollary: winning tickets found in the context of one task can be transferred
to similar tasks, possibly even across different architectures. This has
generated broad interest, but methods to study this universality are lacking.
We make use of renormalization group theory, a powerful tool from theoretical
physics, to address this need. We find that iterative magnitude pruning, the
principal algorithm used for discovering winning tickets, is a renormalization
group …

arxiv group lg perspective

More from arxiv.org / cs.LG updates on arXiv.org

Machine Learning Researcher - Saalfeld Lab

@ Howard Hughes Medical Institute - Chevy Chase, MD | Ashburn, Virginia

Project Director, Machine Learning in US Health

@ ideas42.org | Remote, US

Data Science Intern

@ NannyML | Remote

Machine Learning Engineer NLP/Speech

@ Play.ht | Remote

Research Scientist, 3D Reconstruction

@ Yembo | Remote, US

Clinical Assistant or Associate Professor of Management Science and Systems

@ University at Buffalo | Buffalo, NY