Few Shot Learning

Curated List of Few shot and One shot Learning Papers and resources

Classical :

1. Is Learning The n-th Thing Any Easier Than Learning The First? - https://papers.nips.cc/paper/1034-is-learning-the-n-th-thing-any-easier-than-learning-the-first

Metric based :

1. Prototypical Networks for Few-shot Learning - https://arxiv.org/abs/1703.05175
2. Matching Networks for One Shot Learning - https://arxiv.org/abs/1606.04080
3. Siamese Neural Networks for One-shot Image Recognition - https://www.cs.cmu.edu/~rsalakhu/papers/oneshot1.pdf

Meta Learning Based:

1. Low-shot Visual Recognition by Shrinking and Hallucinating Features - https://arxiv.org/abs/1606.02819
2. Low-Shot Learning from Imaginary Data - https://arxiv.org/abs/1801.05401
3. Dynamic Few-Shot Visual Learning without Forgetting - https://arxiv.org/abs/1804.09458
4. Optimization as a model for few shot learning - https://openreview.net/pdf?id=rJY0-Kcll