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Nobel Dhar

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#small language model Preprint Aug 2026

NeuroPrefetcher: Storage-Aware Sparse LLM Inference via Delta Prefetching

NeuroPrefetcher is presented, a storage-backed LLM inference system that exploits that MLP activity during autoregressive decoding has strong temporal locality, and achieves 7.9-12.0x speedup over llama.cpp across constrained memory budgets.

Nobel Dhar, Md Romyull Islam, Xuechen Zhang et al. · 0 citations