2 papers
cs.LG2024
On the Fragility of Active Learners for Text Classification
Abhishek Ghose, Emma Thuong Nguyen
Active learning (AL) techniques optimally utilize a labeling budget by iteratively selecting instances that are most valuable for learning. However, they lack ``prerequisite checks…
cs.AI2024
Are Good Explainers Secretly Human-in-the-Loop Active Learners?
Emma Thuong Nguyen, Abhishek Ghose
Explainable AI (XAI) techniques have become popular for multiple use-cases in the past few years. Here we consider its use in studying model predictions to gather additional traini…