Update README

Signed-off-by: SimJeg <[email protected]>

Author: SimJeg

kvzap/README.md

@@ -3,7 +3,7 @@
 [![KVzap collection](https://img.shields.io/badge/🤗%20Hugging%20Face-Collection-orange)](https://huggingface.co/collections/nvidia/kvzap) 
 [![arXiv](https://img.shields.io/badge/arXiv-2601.07891-b31b1b.svg)](https://arxiv.org/abs/2601.07891)
 
-[KVzap](https://arxiv.org/abs/2601.07891) is a fast approximation of [KVzip](https://arxiv.org/abs/2505.23416) that works in both prefilling and decoding. It applies a lightweight surrogate model to the hidden states to predict importance scores, and removes the KV pairs with a score below a given threshold.
+[KVzap](https://arxiv.org/abs/2601.07891) is a fast approximation of [KVzip](https://arxiv.org/abs/2505.23416) that works in both prefilling and decoding. It applies a lightweight surrogate model to the hidden states to predict importance scores, and removes the KV pairs with a score below a given threshold, following the Dynamic Memory Sparsification ([DMS](https://arxiv.org/abs/2506.05345)) inference strategy.
 
 ## Usage