Instance-wise Supervision-level Optimization in Active Learning

Shinnosuke Matsuo, Riku Togashi, Ryoma Bise +2

Active learning (AL) is a label-efficient machine learning paradigm that focuses on selectively annotating high-value instances to maximize learning efficiency. Its effectiveness c…