Methods for zero/one-shot learning
For a good overview and a list of example methods of few-shot learning see MSiam/Few-Shot-Learning.
A recent review of zero-shot learning can be found in Zero-Shot Learning - A Comprehensive Evaluation of the Good, the Bad and the Ugly