Luo, Mao-Lin

LADA: Scalable Label-Specific CLIP Adapter for Continual Learning

2025 · arXiv (Cornell University)

Continual learning with vision-language models like CLIP offers a pathway toward scalable machine learning systems by leveraging its transferable representations. Existing CLIP-based methods adapt the pre-trained image encoder by adding multiple sets of learnable parameters, …