Sparsity Outperforms Low-Rank Projections in Few-Shot Adaptation

Nairouz Mrabah, Nicolas Richet, Ismail Ben Ayed +1

Adapting Vision-Language Models (VLMs) to new domains with few labeled samples remains a significant challenge due to severe overfitting and computational constraints. State-of-the…