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Home/Authors/Mingkai Zheng

Mingkai Zheng

1 indexed paper

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Publications per year

1
26

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Distributed×1ML×1

Frequent co-authors

Jieying Wang1×
Shuyuan Fan1×
Zhao Zhang1×

Research Timeline

2026
GIFT: Geometry-Informed Low-precision Gradient Communication for LLM Pretraining

The paper presents GIFT, a method for reducing communication volume in large language model pretraining by transforming gradients into a near-isotropic space before quantization.

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Papers

cs.DCcs.LGEmpiricalRecentJul 8, 2026

GIFT: Geometry-Informed Low-precision Gradient Communication for LLM Pretraining

Jieying Wang, Shuyuan Fan, Mingkai Zheng, Zhao Zhang

The paper presents GIFT, a method for reducing communication volume in large language model pretraining by transforming gradients into a near-isotropic space before quantization.

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