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brain-inspired-replay

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

class-incremental-learning

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).

complex-synapses

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

continual-learning

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.

continualevaluation

Continual evaluation for lifelong learning with neural networks.

docker

Docker Files

incremental_cifar100

Implementation of BI-R in T&E framework.

progressive-learning-pytorch

pytorch-deep-generative-replay

PyTorch implementation of "Continual Learning with Deep Generative Replay", NIPS 2017

pytorch-ewc

PyTorch implementation of DeepMind's PNAS 2017 paper "Overcoming Catastrophic Forgetting"