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PLuG: Pairwise Logit Gating for Expressive Attention Modulation in Vision Transformers

Despite its widespread success on vision tasks, standard attention employs a shared dot-product mechanism that uniformly scores all query–key interactions before applying softmax. In this paper, we hypothesize that explicitly controlling the amplification or suppression of individual query-ke...

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Principais autores: Dongheon Lee, Sangwoo Yoon, Seongsu Kim, Joonki Paik
Format: Artigo
Sprog:Inglês
Udgivet: IEEE 2026-01-01
Serier:IEEE Access
Fag:
Attention mechanism
attention logit modulation
vision transformer
image classification
image generation
semantic segmentation
Online adgang:https://ieeexplore.ieee.org/document/11554332/
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