Christian Szegedy    @ChrSzegedy    11/25/2021      

Any sufficiently trusted pyramid scheme is indistinguishable from a sound economics. :)
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AK    @ak92501    5 hours      

Pyramid Adversarial Training Improves ViT Performance abs: new sota for ImageNet-C (41.4 mCE), ImageNetR (53.92%), and ImageNet-Sketch (41.04%) without extra data, using only the ViT-B/16 backbone and pyramid adversarial training
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Ross Wightman    @wightmanr    11/23/2021      

No, because the baselines. There was a paper written about that ;) They used the same code, they used aug scheme that looks roughly based on DeiT (co authors of said paper) and yet didn't quote better RN scores (with same training setup) that they should be aware of.

Appian    @Appian    10/12/2021      

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