One Shot Learning, Siamese Networks, Relation Network, Meta Learning.
they use a convolutional network for the hidden layer and a weighted L1 distance for the distance layer. Convolutional Siamese network Convolutional Layer The loss function used is a regularized cross-entropy as this is a binary classification problem, with the vector y for all pair of each