GitHub topics: synaptic-intelligence
Freya135/Optimizing-Catastrophic-Forgetting
This project investigates various continual learning methods to mitigate catastrophic forgetting
Language: Python - Size: 994 KB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 0 - Forks: 0
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: 8 days ago - Pushed at: about 1 year ago - Stars: 294 - Forks: 38
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: 8 days ago - Pushed at: almost 4 years ago - Stars: 202 - Forks: 24
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: 15 days ago - Pushed at: over 2 years ago - Stars: 77 - 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: about 1 month ago - Pushed at: almost 2 years ago - Stars: 234 - Forks: 65