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EchoPress:查询无关的 KV Cache 剪枝方法

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EchoPress 是一种无需训练的 KV cache 剪枝方法,通过标准 prefill 阶段的 queries 和 keys 近似重建注意力,仅对第一个 chunk 重建以校准剩余上下文的重要性分数,实现查询无关的剪枝。

Generated from reports · updated 4 hr ago

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Oct 2, 2026
  1. arXiv · Machine Learning Theory
    EchoPress:通过虚拟上下文重建实现查询无关的 KV Cache 剪枝

    EchoPress 是一种无需训练的 KV cache 剪枝方法,通过标准 prefill 阶段的 queries 和 keys 近似重建注意力,仅对第一个 chunk 重建以校准剩余上下文的重要性分数。

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