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Zining Wang · Zhihang Yuan · Yingjie Zhai · Wenshuo Li · Han Shu · Ruihao Gong · Jinyang Guo · Xianglong Liu
Yushi Huang · Zining Wang · Zhihang Yuan · Yifu Ding · Ruihao Gong · Jinyang Guo · Xianglong Liu · Jun Zhang
Jinyang Du · Ruihao Gong · Linghan Ai · Zining Wang · Yunke Peng · Yao Wang · Lei YAN · wxuefei · Yaoyuan Wang · Jinyang Guo · Dahua Lin · Xianglong Liu
Training large language models (LLMs) at 4-bit precision offers substantial efficiency gains but remains challenging due to the limited dynamic range and coarse numerical resolution. Existing 4-bit training pipelines typically rely on max-scaling, which is ill-suited for heavy-tailed LLM tensor d...