Queried Unlabeled Data Improves and Robustifies Class-Incremental Learning.
Tianlong ChenSijia LiuShiyu ChangLisa AminiZhangyang WangPublished in: Trans. Mach. Learn. Res. (2022)
Keyphrases
- incremental learning
- unlabeled data
- semi supervised
- supervised learning
- labeled data
- semi supervised learning
- class labels
- unlabeled samples
- active learning
- label information
- co training
- semi supervised classification
- positive examples
- labeled examples
- training data
- number of labeled examples
- labeled training data
- incremental learning algorithm
- labeled and unlabeled data
- domain adaptation
- data points
- learning algorithm
- text categorization
- learning process
- unsupervised learning
- label propagation
- text classification
- class distribution
- training examples
- training set
- machine learning
- transfer learning
- neural network
- learning tasks
- multi view
- information extraction