anchor invariance 1calibration 1decision churn 1language modeling 1looped transformers 1lottery tickets 1model deployment 1out-of-distribution robustness 1recurrent depth 1sparsification 1state evolution 1
From the 2 of 16 linked papers with an AI index.
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cs.CV2025
Unlocking Noise-Resistant Vision: Key Architectural Secrets for Robust Models
Bum Jun Kim, Makoto Kawano, Yusuke Iwasawa +1
While the robustness of vision models is often measured, their dependence on specific architectural design choices is rarely dissected. We investigate why certain vision architectu…
cs.CV2024
Configuring Data Augmentations to Reduce Variance Shift in Positional Embedding of Vision Transformers
Bum Jun Kim, Sang Woo Kim
Vision transformers (ViTs) have demonstrated remarkable performance in a variety of vision tasks. Despite their promising capabilities, training a ViT requires a large amount of di…