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Wu-Jun Li

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#machine learning Preprint Sep 2026

MeqMuon: Matrix-Equilibrating Muon for LLM Pretraining

The success of large language models (LLMs) has been accompanied by continued growth in model size and pretraining costs. Muon offers high accuracy and training efficiency in LLM pretraining. Recent work introduces row-wise normalization into Muon to balance update magnitudes and improve pretraining performance. Howeve...

Chang-Wei Shi, Xu Wang, Wu-Jun Li · 0 citations
Jul 2026

Automated Tensor Scheduling for Hybrid CPU-GPU LLM Inference on Consumer Devices

ATSInfer combines static tensor placement with load-aware dynamic transfer and introduces asynchronous CPU-GPU coordination to efficiently schedule hardware storage, data movement, and computation across heterogeneous backends and can substantially improve the user experience of local LLM deployment on personal consume...

Yangyijian Liu, Hong-Yi Ye, Ming-Yang Li et al. · 0 citations

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