Explore live open-source projects and AI models.

Continual Learning tutorials and demo running on Google Colaboratory.

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

A pytorch implementation of the paper "TreeLoRA: Efficient Continual Learning via Layer-Wise LoRAs Guided by a Hierarchical Gradient-Similarity Tree".

PyContinual (An Easy and Extendible Framework for Continual Learning)

A list of papers, blogs, datasets and software in the field of lifelong/continual machine learning

Library for automatic retraining and continual learning

An Extensible Continual Learning Framework Focused on Language Models (LMs)

This repository will be posting analytic continual learning series, including Analytic Class-Incremental Learning (ACIL), Gaussian Kernel Embedded Analytic Learning (GKEAL), Dual-Stream Analytic Learning (DS-AL), etc.

Implementation for the paper "Adversarial Continual Learning" in PyTorch.

A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR-100; PyTorch code).