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Weibo Zhao

1 accepted papers

2025

ASER: Activation Smoothing and Error Reconstruction for Large Language Model Quantization

AAAI 2025technical

Quantization stands as a pivotal technique for large language model (LLM) serving, yet it poses significant challenges particularly in achieving effective low-bit quantization. The limited numerical mapping makes the quantized model produce a non-trivial error, bringing out intolerable performance d…