most citedDownstream Transfer Attack: Adversarial Attacks on Downstream Models with Pre-trained Vision Transformers

1 citations · 1 across the 2 of their papers we have counts for

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cs.CV2024★ 1 cited

Downstream Transfer Attack: Adversarial Attacks on Downstream Models with Pre-trained Vision Transformers

Weijie Zheng, Xingjun Ma, Hanxun Huang +2

With the advancement of vision transformers (ViTs) and self-supervised learning (SSL) techniques, pre-trained large ViTs have become the new foundation models for computer vision a…

cs.LG2024

LDReg: Local Dimensionality Regularized Self-Supervised Learning

Hanxun Huang, Ricardo J. G. B. Campello, Sarah Monazam Erfani +3

Representations learned via self-supervised learning (SSL) can be susceptible to dimensional collapse, where the learned representation subspace is of extremely low dimensionality…