Mar 25, 2022 � In this paper, we show how the global reasoning of (scaled) dot-product attention can be the source of a major vulnerability when confronted with adversarial�...
Our work aims to adversarially affect the attention weights, even if those operate in a saturated regime of soft- max where gradient-based adversarial attacks�...
In this paper, we show how the global reasoning of (scaled) dot-product attention can be the source of a major vulnerability when confronted with adversarial�...
Sep 6, 2024 � We provide a theoretical understanding of this vulnerability and relate it to an adversary's ability to misdirect the attention of all queries�...
In this work, we aim to understand robustness of the widely-used dot-product attention in transformers and ex- pose its vulnerability to adversarial patch�...
This paper shows how the global reasoning of (scaled) dot-product attention can be the source of a major vulnerability when confronted with adversarial patch�...
People also ask
What is dot-product attention?
What is the difference between additive attention and dot-product attention?
Paper [214] highlights how the global reasoning of (scaled) dot-product attention can represent a significant vulnerability when faced with adversarial patch�...
Mar 29, 2022 � In this paper, we show how the global reasoning of (scaled) dot-product attention can be the source of a major vulnerability when confronted�...
Give Me Your Attention: Dot-Product Attention Considered Harmful for Adversarial Patch Robustness. Lovisotto et al. (2022). Give Me Your Attention: Dot�...
Give Me Your Attention: Dot-Product Attention Considered Harmful for Adversarial Patch Robustness. CVPR 2022. an interesting paper that proposes a loss�...