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Shuo-Kai Pan

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#artificial intelligence Preprint Sep 2026

XOR-Trellis: Ultra-Low-Complexity Dequantization and Curvature-Aware Hadamard-Free LLM Quantization

Trellis-coded quantization enables high-dimensional compression of large language model (LLM) weights at ultra-low bit widths without the exponentially large codebooks required by conventional vector quantization. Practical deployment, however, presents two challenges: reconstructing compressed weights at sufficient pa...

Xiao-Fan Que, Nir Elkayam, Spandan Pyakurel et al. · 0 citations

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