Gido van de Ven's repositories
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.
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).
pytorch-deep-generative-replay
PyTorch implementation of "Continual Learning with Deep Generative Replay", NIPS 2017
complex-synapses
Deep learning implementation of the Benna-Fusi complex synapse model.
pytorch-ewc
PyTorch implementation of DeepMind's PNAS 2017 paper "Overcoming Catastrophic Forgetting"
incremental_cifar100
Implementation of BI-R in T&E framework.
ContinualEvaluation
Continual evaluation for lifelong learning with neural networks.