Tradeoffs Between Contrastive and Supervised Learning: An Empirical Study.
Ananya KarthikMike WuNoah D. GoodmanAlex TamkinPublished in: CoRR (2021)
Keyphrases
- supervised learning
- unsupervised learning
- statistical learning
- learning tasks
- supervised classification
- semi supervised
- training data
- learning algorithm
- reinforcement learning
- training set
- active learning
- semi supervised learning
- supervised machine learning
- multiple instance learning
- learning problems
- training samples
- unlabeled data
- design decisions
- labeled data
- machine learning
- class labels
- generalization error
- pairwise
- training examples
- data sets