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GitHub topics: synaptic-intelligence

ContinualAI/continual-learning-baselines

Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.

Language: Python - Size: 238 KB - Last synced at: 13 days ago - Pushed at: about 1 year ago - Stars: 292 - Forks: 38

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: 18 days ago - Pushed at: about 2 years ago - Stars: 76 - Forks: 15

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: 15 days ago - Pushed at: almost 2 years ago - Stars: 234 - Forks: 65

Mattdl/CLsurvey

Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase of "A continual learning survey: Defying forgetting in classification tasks." in IEEE TPAMI.

Language: Python - Size: 165 KB - Last synced at: 17 days ago - Pushed at: almost 4 years ago - Stars: 201 - Forks: 24