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KV Cache Security for Long-Context LLM Inference

subhashdasyam.com · published 23 December 2025

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https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg7DdSZOYETuHRBjvWc-IBIrCK0vdxqs87CfnQhJAiRVYRfSxGqtXP0c-hnKCHs_anGAeQdAfbC2K4bPxZb5n3vsE5uNU_1hUNEnWKMCPm64RX4CP69svoJlySMX-7xh5-sTiy3gCeoEIBH-Wf0fAqj3DIX9YLx8ltlCyIYnOvGjexjTnUWHHonKGksixt5/s1672/kv-cache-security-hero-2026.png

blogger.googleusercontent.com

https://www.ndss-symposium.org/ndss-paper/i-know-what-you-asked-prompt-leakage-via-kv-cache-sharing-in-multi-tenant-llm-serving/

ndss-symposium.org

https://www.ndss-symposium.org/ndss-paper/shadow-in-the-cache-unveiling-and-mitigating-privacy-risks-of-kv-cache-in-llm-inference/

ndss-symposium.org

https://www.ndss-symposium.org/ndss-paper/cache-me-catch-you-cache-related-security-threats-in-llm-serving-frameworks/

ndss-symposium.org

https://arxiv.org/abs/2409.20002

arxiv.org

https://nvidia.custhelp.com/app/answers/detail/a_id/5687

nvidia.custhelp.com

https://github.com/vllm-project/vllm/security/advisories/GHSA-hjq4-87xh-g4fv

github.com

https://github.com/vllm-project/vllm/security/advisories/GHSA-hj4w-hm2g-p6w5

github.com

https://github.com/vllm-project/vllm/security/advisories/GHSA-mrw7-hf4f-83pf

github.com

https://docs.vllm.ai/en/stable/design/prefix_caching/

docs.vllm.ai

https://arxiv.org/abs/2508.08438

arxiv.org

https://www.subhashdasyam.com/2025/05/complete-guide-to-llm-inference-servers.html

subhashdasyam.com

Policy-as-Code for AI Workloads in Kubernetes: Kyverno/OPA Patterns for Model and Data Safety Read at the source ↗

subhashdasyam.com

FP32 vs FP16 vs BF16 vs FP8 vs INT8 vs INT4: AI Precision Guide Read at the source ↗

subhashdasyam.com

https://www.ndss-symposium.org/wp-content/uploads/2025-1772-paper.pdf

ndss-symposium.org

https://openreview.net/forum?id=jhDsbd5eXL

openreview.net

https://docs.vllm.ai/en/latest/features/automatic_prefix_caching.html

docs.vllm.ai

https://docs.vllm.ai/

docs.vllm.ai

https://sgl-project.github.io/

sgl-project.github.io

https://docs.nvidia.com/datacenter/tesla/mig-user-guide/

docs.nvidia.com

https://kyverno.io/policies/

kyverno.io