Reliable Active Learning from Unreliable Labels via Neural Collapse Geometry

Atharv Goel, Sharat Agarwal, Saket Anand +1

Active Learning (AL) promises to reduce annotation cost by prioritizing informative samples, yet its reliability is undermined when labels are noisy or when the data distribution s…