Jurn-Gyu Park

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Natural Language Processing (1)Training Efficiency & Optimization (1)

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Kuanysh Akhmetzhanov (1)

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Aug 5, 2026

Kuanysh Akhmetzhanov +13w ago

Energy- and Memory-Efficient PEFT Methods for Personalized On-Device SLMs on Consumer GPUs

LoRA+ outshines other PEFT methods, achieving the best energy efficiency in 19 out of 24 configurations, paving the way for practical on-device personalization of language models.

Kuanysh Akhmetzhanov, Jurn-Gyu Park

Natural Language Processing Training Efficiency & Optimization

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Jurn-Gyu Park

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)