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GitHub topics: generative-replay

GMvandeVen/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).

Language: Python - Size: 24.5 MB - Last synced at: 18 days ago - Pushed at: almost 2 years ago - Stars: 237 - Forks: 65

Alexk1704/scclv2

SCalable Continual Learning - An experimental machine learning framework for the investigation of continual learning algorithms.

Language: Python - Size: 722 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

GMvandeVen/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).

Language: Python - Size: 1.51 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 77 - Forks: 15

Atenrev/diffusion_continual_learning

PyTorch implementation of various distillation approaches for continual learning of Diffusion Models.

Language: Python - Size: 78.8 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 13 - Forks: 0

Related Keywords
continual-learning 4 generative-replay 4 variational-autoencoder 2 synaptic-intelligence 2 distillation 2 elastic-weight-consolidation 2 machine-learning 1 ar1 1 brain-inspired-replay 1 class-incremental-learning 1 cwr 1 cwr-plus 1 generative-classification 1 generative-classifier 1 labels-trick 1 slda 1 diffusion-models 1 split-mnist 1 split-cifar100 1 replay-through-feedback 1 replay 1 permuted-mnist 1 lifelong-learning 1 internal-replay 1 incremental-learning 1 deep-learning 1 brain-inspired 1 artificial-neural-networks 1