Feature Alignment: Rethinking Efficient Active Learning via Proxy in the Context of Pre-trained Models

Ziting Wen, Oscar Pizarro, Stefan Williams

Fine-tuning the pre-trained model with active learning holds promise for reducing annotation costs. However, this combination introduces significant computational costs, particular…