Incremental Learning for Metric-Based Meta-Learners

Through the experimental setup, a notion of incremental learning during the meta-training phase of meta-learning is developed and a method which can be used with multiple existing metric-based meta- learning algorithms is proposed which performs favorably at test time and incurs negligible amount of catastrophic forgetting.