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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Liangshaowei Wang

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Open access Sep 2026

Buoy: Efficient and Effective Cache Replacement for Prefix Caching

Modern large language model (LLM) systems widely employ prefix caching to enable key-value (KV) cache reuse across different queries to minimize inference costs. At the heart of prefix caching is the replacement algorithm, which is crucial for managing limited cache space across the GPU–CPU memory hierarchy. However, t...

Liangshaowei Wang, Ran-Jun Jia, Kai Wang et al. · 0 citations
Preprint Jul 2026

An MLIR-Based Compilation Method for Large Language Models

An MLIR (Multi-Level Intermediate Representation) based compilation method for large language models, illustrated using two dialects of operators, TopOp and TpuOp, supporting a variety of generative models including the Qwen, Llama, InternVL, and MiniCPM-V series.

Pengchao Hu, Zhibin Xin, Yifan Chen et al. · 0 citations

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