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Quality Recovery for Quantized KV Caches via Low-Rank Attention Adaptation

Abdellatif, Seifeldin
arXiv (All) · Papers
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computation-and-languagehardware-architecture
Low-bit key--value (KV) caches reduce the memory required for autoregressive decoding, but the resulting quality loss depends on the model and quantizer. We keep the quantizer fixed and distill the floating-cache model's behavior into low-rank Q/K/V projection updates while the student executes a ph
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