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

Kuanysh Akhmetzhanov, Jurn-Gyu Park

Despite rapid advances in large language models (LLMs), deploying and personalizing them on resource-constrained devices remains impractical due to high VRAM, time, and energy cost…