synaptic-intelligence

Here are 4 public repositories matching this topic...

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).

deep-learning artificial-neural-networks replay incremental-learning variational-autoencoder lifelong-learning distillation brain-inspired continual-learning elastic-weight-consolidation replay-through-feedback split-mnist generative-replay permuted-mnist split-cifar100 internal-replay synaptic-intelligence

Updated Aug 17, 2022
Python

Mattdl / CLsurvey

Star

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.

framework deep-learning neural-networks hat hyperparameter-tuning incremental-learning inaturalist continual-learning elastic-weight-consolidation icarl tinyimagenet tpami classification-tasks gradient-episodic-memory synaptic-intelligence defy-forgetting packnet memory-aware-synapses incremental-moment-matching

Updated Jun 3, 2021
Python

ContinualAI / continual-learning-baselines

Star

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

gem assessment literature experiments reproduction ewc lifelong-learning baselines continual-learning elastic-weight-consolidation lwf icarl synaptic-intelligence agem gdumb

Updated Feb 10, 2023
Python

GMvandeVen / class-incremental-learning

Star

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).

variational-autoencoder cwr continual-learning elastic-weight-consolidation generative-classifier generative-classification generative-replay synaptic-intelligence class-incremental-learning cwr-plus ar1 slda brain-inspired-replay labels-trick

Updated Feb 7, 2023
Python

Improve this page

Add a description, image, and links to the synaptic-intelligence topic page so that developers can more easily learn about it.

Curate this topic

Add this topic to your repo

To associate your repository with the synaptic-intelligence topic, visit your repo's landing page and select "manage topics."

Learn more