Instances are naturally organized into bags and training labels are assigned at the bag level in Multiple Instance Learning (MIL). AL could be used to reduce the annotation cost.
Works:
- Balancing Bias and Variance for Active Weakly Supervised Learning [2022, KDD]: Instance-level prediction.