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Continual Learning for Deep Discriminative Models

Requirement: Tensorflow 1.4.0.

To run the Permuted MNIST experiment:

python run_permuted.py

To run the Split MNIST experiment:

python run_split.py

The printed results are matrices where each row i contains the test set accuracies on all previously observed tasks after seeing task i. The average accuracy will also be plotted and saved to results/. They should be similar to the following figures:

Permuted MNIST

Split MNIST