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ThinkingViT: Elastic Inference Vision Transformer

Updated 6 July 2026
  • ThinkingViT is a nested Vision Transformer that enables elastic inference by adjusting computational resources based on input difficulty.
  • It employs progressive stages with attention head expansion and token recycling to refine predictions and improve performance incrementally.
  • On ImageNet-1K, ThinkingViT achieves up to 81.44% top-1 accuracy at reduced compute, demonstrating an effective accuracy–efficiency trade-off.

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