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1. continual-learning continual-learning Public

   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 1.6k 311

2. brain-inspired-replay brain-inspired-replay Public

   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 227 64

3. class-incremental-learning class-incremental-learning Public

   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 73 14

4. complex-synapses complex-synapses Public

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

   Python 4 3