Protoype-based Domain Adaptation

Extends the paper: Deep Learning for Case-Based Reasoning through Prototypes: A Neural Network that Explains Its Predictions: https://arxiv.org/abs/1710.04806

Important files:

Models:

/src/models/proto_model.py

• Implements a single ProtoModel similar to the paper above

/src/models/cycle_model.py

• Implements a pair of ProtoModels (one for the source and one for the target domains) to learn a transition function that maps from the source domain to the target domain

Training Scripts:

/src/scripts/train.py

• Trains a single ProtoModel

/src/scripts/train_cycle.py

• Trains a Cycle Model