In their publication, the Nvidia team observes that current methods "rarely capitalize on the pronounced low-rank nature of KV tensors." This indicates that despite its high dimensionality and substantial size, the fundamental information within the KV cache exhibits strong correlations and can be precisely captured with significantly fewer elements. KVTC specifically targets this property.
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