The Curse of Low Task Diversity: On the Failure of Transfer Learning to Outperform MAML and Their Empirical Equivalence.
Brando MirandaPatrick YuYu-Xiong WangSanmi KoyejoPublished in: CoRR (2022)
Keyphrases
- transfer learning
- learning tasks
- machine learning
- knowledge transfer
- reinforcement learning
- domain adaptation
- multi task learning
- active learning
- cross domain
- semi supervised learning
- labeled data
- text classification
- text categorization
- collaborative filtering
- structure learning
- manifold alignment
- transfer knowledge
- text mining
- learning algorithm
- dimensionality reduction
- machine learning algorithms
- information extraction
- transferring knowledge
- unlabeled data
- pairwise
- artificial intelligence