One-shot Active Learning Based on Lewis Weight Sampling for Multiple Deep Models

Sheng-Jun Huang, Yi Li, Yiming Sun +1

Active learning (AL) for multiple target models aims to reduce labeled data querying while effectively training multiple models concurrently. Existing AL algorithms often rely on i…