Talfan Evans*

Bad Students Make Great Teachers: Active Learning Accelerates Large-Scale Visual Understanding

"Power-law scaling indicates that large-scale training with uniform sampling is prohibitively slow. Active learning methods aim to increase data efficiency by prioritizing learning on the most relevant examples. Despite their appeal, these methods have yet to be widely adopted since no one algorithm…