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ContinualAI
continual-learning-baselines ContinualAI
38
261
mit
8
Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.
ewc gem lwf agem gdumb icarl baselines assessment literature experiments reproduction lifelong-learning continual-learning synaptic-intelligence elastic-weight-consolidation
Created 2021-04-20
192 commits to main branch, last one 9 months ago
GMvandeVen
brain-inspired-replay GMvandeVen
64
227
mit
7
A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR-100; PyTorch code).
replay split-mnist distillation deep-learning brain-inspired permuted-mnist split-cifar100 internal-replay generative-replay lifelong-learning continual-learning incremental-learning synaptic-intelligence replay-through-feedback variational-autoencoder artificial-neural-networks elastic-weight-consolidation
Created 2020-08-04
10 commits to master branch, last one 3 years ago
Mattdl
CLsurvey Mattdl
24
197
other
9
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 classifi...
hat icarl tpami packnet framework inaturalist tinyimagenet deep-learning defy-forgetting neural-networks continual-learning classification-tasks incremental-learning hyperparameter-tuning memory-aware-synapses synaptic-intelligence gradient-episodic-memory incremental-moment-matching elastic-weight-consolidation
Created 2020-04-06
6 commits to master branch, last one 3 years ago
GMvandeVen
class-incremental-learning GMvandeVen
14
73
mit
2
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).
ar1 cwr slda cwr-plus labels-trick generative-replay continual-learning brain-inspired-replay generative-classifier synaptic-intelligence variational-autoencoder generative-classification class-incremental-learning elastic-weight-consolidation
Created 2021-04-20
12 commits to main branch, last one about a year ago