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1. continual-learningcontinual-learningPublic

   PyTorch implementation of various methods for continual learning (XdG, EWC, SI, LwF, FROMP, DGR, BI-R, ER, A-GEM, iCaRL, Generative Classifier) in three different scenarios.

   Jupyter Notebook 1.7k 335

2. brain-inspired-replaybrain-inspired-replayPublic

   A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR-100; PyTorch code).

   Python 241 65

3. class-incremental-learningclass-incremental-learningPublic

   PyTorch implementation of a VAE-based generative classifier, as well as other class-incremental learning methods that do not store data (DGR, BI-R, EWC, SI, CWR, CWR+, AR1, the "labels trick", SLDA).

   Python 77 15

4. complex-synapsescomplex-synapsesPublic

   Deep learning implementation of the Benna-Fusi complex synapse model.

   Python 5 4