XAL: EXplainable Active Learning Makes Classifiers Better Low-resource Learners.
Yun LuoZhen YangFandong MengYingjie LiFang GuoQinglin QiJie ZhouYue ZhangPublished in: NAACL-HLT (2024)
Keyphrases
- active learning
- learning strategies
- training examples
- decision tree learners
- learning process
- training set
- collaborative learning
- training data
- feature selection
- learning environment
- selective sampling
- e learning
- rare class
- language learning
- hyperspectral image classification
- active learning strategies
- learning systems
- supervised learning
- decision trees
- support vector
- class labels
- learning activities
- linear classifiers
- resource management
- relevance feedback
- decision boundary
- co training
- ensemble learning
- random sampling
- learning community
- learning scenarios
- resource allocation
- learning experience
- learning objects
- training samples