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

Author

Yue Zhu

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Book Open access Sep 2026

LLM KV-cache: To Restore or To Recompute, That Is the Question

The challenges of the restoration-recomputation trade-off are investigated and its impact on inference performance when left unaddressed, and an I/O-aware KV-cache management policy is presented that dynamically navigates this trade-off.

Amirhossein Najafizadeh, Vasily Tarasov, Alex Merenstein et al. · 0 citations
Jul 2026

SLIM: Saturation-Aware Lightweight Performance Modeling for LLM Serving

SLIM (Saturation-Aware Lightweight Performance Model), a semi-analytical model that predicts LLM inference throughput and latency from analytical formulations of Transformer computation and memory traffic, is introduced, which outperforms representative performance-modeling baselines while successfully generalizing to...

Pol G. Recasens, F. Agulló, Yue Zhu et al. · 0 citations

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