Avalanche: an End-to-End Library for Continual Learning based on PyTorch.

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.

Benchmarking Knowledge Transfer in Lifelong Robot Learning

PyCIL: A Python Toolbox for Class-Incremental Learning

✅ ✅ ✅ A massive repo filled with notes on everything from coding to philosophy to psychology to marketing to product

Continual Learning papers list, curated by ContinualAI

An Incremental Learning, Continual Learning, and Life-Long Learning Repository

Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.

🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox

Evaluate three types of task shifting with popular continual learning algorithms.

VOSK Speech Recognition Toolkit

A clean and simple data loading library for Continual Learning

A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), SCR(CVPR21-W) and survey (Neurocomputing).

A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).

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

Class-Incremental Learning: A Survey (TPAMI 2024)

This repository collects awesome survey, resource, and paper for lifelong learning LLM agents

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

Life-Disciplines-Projects (LDP) is a life-management framework built within Obsidian. Feel free to transform it for your own personal needs.

Universal User Representation Pre-training for Cross-domain Recommendation and User Profiling