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Zhengyuan Su

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Jul 2026

MXSens: Sensitivity-Aware Mixed-Precision Quantization for Efficient LLM Inference

4-bit quantization enables efficient LLM inference, but suffers from significant accuracy degradation due to outliers. Prior work addresses this problem via data rotation or mixed-precision integer quantization, but often relies on software-managed scaling and frequent dequantization, incurring substantial overhead. Mi...

Simla Burcu Harma, D. Mishin, Zhengyuan Su et al. · 0 citations

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