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README.md

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@@ -112,7 +112,7 @@ If you find ShadowKV useful or relevant to your project and research, please kin
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@article{sun2024shadowkv,
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title={ShadowKV: KV Cache in Shadows for High-Throughput Long-Context LLM Inference},
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author={Sun, Hanshi and Chang, Li-Wen and Bao, Wenlei and Zheng, Size and Zheng, Ningxin and Liu, Xin and Dong, Harry and Chi, Yuejie and Chen, Beidi},
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journal={arXiv preprint arXiv:2410.XXXXX},
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journal={arXiv preprint arXiv:2410.21465},
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year={2024}
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}
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```

index.html

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@@ -108,7 +108,7 @@ <h1 class="title is-2 publication-title" style="display: inline;"> ShadowKV: KV
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<!-- ArXiv abstract Link -->
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<span class="link-block">
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<a href="https://arxiv.org/abs/2410.XXXX" target="_blank"
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<a href="https://arxiv.org/abs/2410.21465" target="_blank"
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class="external-link button is-normal is-rounded is-dark">
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<span class="icon">
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<i class="ai ai-arxiv"></i>
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</p>
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<p>
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In our <a style="color: #209CEE" href="https://arxiv.org/abs/2410.XXXXX target="_blank">paper</a>, we show that ShadowKV can <b>reduce the GPU memory footprint of the KV cache by over 6x without accuracy degradation on a wide range of models and evaluation benchmarks with minimal sparse KV cache budget</b>.
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In our <a style="color: #209CEE" href="https://arxiv.org/abs/2410.21465 target="_blank">paper</a>, we show that ShadowKV can <b>reduce the GPU memory footprint of the KV cache by over 6x without accuracy degradation on a wide range of models and evaluation benchmarks with minimal sparse KV cache budget</b>.
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</p>
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</div>
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<div class="figure">
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<pre><code>@article{sun2024shadowkv,
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title={ShadowKV: KV Cache in Shadows for High-Throughput Long-Context LLM Inference},
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author={Sun, Hanshi and Chang, Li-Wen and Bao, Wenlei and Zheng, Size and Zheng, Ningxin and Liu, Xin and Dong, Harry and Chi, Yuejie and Chen, Beidi},
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journal={arXiv preprint arXiv:2410.XXXXX},
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journal={arXiv preprint arXiv:2410.21465},
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year={2024}
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}</code></pre>
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</div>

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