Vision Transformers
Unveil Benign Overfitting for Transformer in Vision: Training Dynamics, Convergence, and Generalization
·1822 words·9 mins·
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AI Generated
Computer Vision
Vision Transformers
🏢 University of Tokyo
Vision Transformers (ViTs) generalize surprisingly well, even when overfitting training data; this work provides the first theoretical explanation by characterizing the optimization dynamics of ViTs a…
Dissecting Query-Key Interaction in Vision Transformers
·3134 words·15 mins·
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Vision Transformers
🏢 University of Miami
Vision transformers’ self-attention mechanism is dissected revealing how early layers focus on similar features for perceptual grouping while later layers integrate dissimilar features for contextuali…