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TierKV: Long-Context On-Device LLMs via Predictive Multi-Tier KV Caching

Shu, Zhihao et al.
arXiv (All) · Papers
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Large language models (LLMs) are moving onto mobile devices for increasingly diverse workloads over text, images, video, and audio. These applications often require long contexts, making the Key-Value (KV) cache a dominant memory bottleneck because it grows linearly with sequence length and is acces
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