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News/SparKV: Overhead-Aware KV Cache Loading for Efficient On-Device LLM Inference
arxiv
PublishedMay 7, 2026 at 4:00 AM

SparKV: Overhead-Aware KV Cache Loading for Efficient On-Device LLM Inference

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arXiv:2604.21231v2 Announce Type: replace-cross Abstract: Efficient inference for on-device Large Language Models (LLMs) remains challenging due to limited hardware resources and the high cost of the prefill stage, which processes the full input context to construct Key-Value (KV) caches. We present

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