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Simon X. Yang

1 paper indexed

arxivcs.CV2026-07-01

Active Spatial Guidance: Eliminating Injected Positional Mechanisms in Vision Transformers

Cong Liu, Xiaofang Li, Simon X. Yang

Vision Transformers (ViTs) commonly rely on injected positional mechanisms to address self-attention's permutation invariance. Motivated by the spatial regularities of natural images, we ask whether spatial organization can be induced from data rather than explicitly injected. Un…

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