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Guo-Wei Zhu

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#artificial intelligence Preprint Sep 2026

QuantaSpike: Short-Window Spike-Driven Quantization for Large Language Models

QuantaSpike is proposed, a short-window spike-driven quantization framework for LLMs built around Logarithmic Ternary Integrate-and-Fire (LTIF) neurons that achieves state-of-the-art or competitive perplexity and zero-shot accuracy among spike-driven LLM quantization methods.

Bang Hu, Guo-Wei Zhu, Changze Lv et al. · 0 citations