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Feiyang Wu, Zhuohang Bian, Guoyang Duan, Tianle Xu, Junchi Wu, Teng Ma, Yongqiang Yao, Ruihao Gong, et al · 2025 · arXiv 2503.08415

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KernelSight-LM: A Kernel-Level LLM Inference Simulator

cs.PF · 2026-06-26 · unverdicted · novelty 6.0 · 2 refs

KernelSight-LM simulates LLM inference at kernel granularity with cross-generation (12.1% per-kernel error) and target-measured (3.8% error) tiers, yielding end-to-end median errors of 15.4%/12.8%/3.0% and 14.3%/6.2%/2.7% for TTFT/TPOT/throughput across six model families.

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  • KernelSight-LM: A Kernel-Level LLM Inference Simulator cs.PF · 2026-06-26 · unverdicted · none · ref 50 · 2 links

    KernelSight-LM simulates LLM inference at kernel granularity with cross-generation (12.1% per-kernel error) and target-measured (3.8% error) tiers, yielding end-to-end median errors of 15.4%/12.8%/3.0% and 14.3%/6.2%/2.7% for TTFT/TPOT/throughput across six model families.