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all-to-all self-attention

technology1 mentionslast seen Oct 2, 2026

Attention mechanism enabling direct pairwise interactions between all patch tokens.

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VECAsupersedesall-to-all self-attention75% confidence1 source

all-to-all self-attention

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VECAsupersedesall-to-all self-attention

75% confidence1 supporting mentions

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preprintarXivSep 30, 2026Do Vision Transformers Need All-to-All Attention? Global Communication Through Elastic Learned Cores
we challenge this assumption and show that representations supporting both global recognition and dense prediction can be learned without direct patch-to-patch interaction