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Zhuo-Ya Liu

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#machine learning Preprint Oct 2026

PGSB: Pretrained-Guided Shared Basis for LoRA Model Merging

Large pretrained models have achieved remarkable success across diverse domains, yet adapting them to multiple downstream tasks remains challenging: full fine-tuning is costly, while maintaining separate task-specific models is storage-inefficient and fails to produce a unified multi-task model. Low-Rank Adaptation (Lo...

Mu-Qing Liu, Chong-Jie Si, Zhuo-Ya Liu et al. · 0 citations