Optimizing Active Learning in Vision-Language Models via Parameter-Efficient Uncertainty Calibration

Athmanarayanan Lakshmi Narayanan, Amrutha Machireddy, Ranganath Krishnan

Active Learning (AL) has emerged as a powerful approach for minimizing labeling costs by selectively sampling the most informative data for neural network model development. Effect…