PyTorch implementation of various methods for continual learning (XdG, EWC, SI, LwF, FROMP, DGR, BI-R, ER, A-GEM, iCaRL, Generative Classifier) in three different scenarios.
Evaluate three types of task shifting with popular continual learning algorithms.
Relevant papers in Continual Learning
Continual Learning papers list, curated by ContinualAI
A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), SCR(CVPR21-W) and an online continual learning survey (Neurocomp...
Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.
A list of papers, blogs, datasets and software in the field of lifelong/continual machine learning
Implementation of the variational continual learning method
Implementation for the paper "Adversarial Continual Learning" in PyTorch.
This is a tutorial to connect the fundamental mathematics to a practical implementation addressing the continual learning problem of artificial intelligence
Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ ECCV22
An Incremental Learning, Continual Learning, and Life-Long Learning Repository
An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learning
Library for automatic retraining and continual learning
Progressive Prompts: Continual Learning for Language Models
Code for the NeurIPS19 paper "Meta-Learning Representations for Continual Learning"
Continual Learning tutorials and demo running on Google Colaboratory.
PyContinual (An Easy and Extendible Framework for Continual Learning)
Pytorch Implementation of Learning to Prompt (L2P) for Continual Learning @ CVPR22
Continual Learning with Echo State Networks experiments
Avalanche: an End-to-End Library for Continual Learning based on PyTorch.
An Extensible Continual Learning Framework Focused on Language Models (LMs)
🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox
Energy-Based Models for Continual Learning Official Repository (PyTorch)