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View Code? Open in Web Editor NEWLooking at optimizing the performance of Vision Transformers under a federated learning environment
Looking at optimizing the performance of Vision Transformers under a federated learning environment
From: https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9879745
It seems like prior SOTA ViTs pose no advantages in using them for FL/ edge learning when compared to CovNeXt?
This paper came out in the same month and talks about ViTs for mobile devices (MobileViT): https://arxiv.org/pdf/2110.02178.pdf
Main thing from the feedback was the confusion about what challenges ViT would face under a FL environment:
"It wasn't clear to me from the project description what challenges specifically FL algorithms would pose to vision transformers as opposed to any other type of DNN. That's something you might want to clarify and think about. Please also make sure you look up all the relevant prior specifically in this space that try to do the same thing."
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