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Christian Z. Pratt

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SANTA++: Sampling Attention through Representative Keys

كيل لي, Christian Z. Pratt, Ruoyu Fang وآخرون · 2026

Attention often concentrates on a small subset of tokens in the context, but which subset matters changes from one query to the next. To exploit this changing structure, we introduce SANTA++, a training-free stochastic attention method that uses representative keys for memory-efficient selection without scanning the en …

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