Author

Xu Gao

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Preprint Aug 2026

CubicQuant: Parametric Non-Uniform Codebooks for High-Throughput LLM Inference with 1-8-Bit Weights

This work introduces CubicQuant, a parametric non-uniform scalar format that preserves a dense integer code stream while adapting reconstruction levels within each weight group, and establishes its representational promise and direct executability.

Xu Gao · 0 citations