KVpop -- Key-Value Cache Compression with Predictive Online Pruning
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KVpop -- Key-Value Cache Compression with Predictive Online Pruning

KVpop learns optimal key-value cache eviction by directly supervising keep-or-drop decisions using future-attention targets, achieving high performance with reduced memory usage.

Hugging Face · Daily Papers ·Lukas Hauzenberger, Niklas Schmidinger · ·▲ 10 upvotes

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Autores: Lukas Hauzenberger, Niklas Schmidinger, Anamaria-Roberta Hartl, David Stap, Thomas Schmied, Sebastian Böck

  • 10 upvotes da comunidade
  • Temas: KV cache, autoregressive decoding, KV eviction, future-attention target, delayed memory-based scorer, attention maps

Resumo

Resumo original (em inglês), extraído do paper:

KVpop learns optimal key-value cache eviction by directly supervising keep-or-drop decisions using future-attention targets, achieving high performance with reduced memory usage.

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