lifelong-learning

韩先凯的人生进阶指南 AI时代 中英双语终身学习指南：AI、学习 、创业、财富、爱情与人生

Benchmarking Knowledge Transfer in Lifelong Robot Learning

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.

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

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

🌳 AI-Powered Skill Tree for Lifelong Human Learning. 30+ skills from K-12 to career & social intelligence, built on cognitive science. | 人类养成记：AI 驱动的终身学习技能树

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

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.

TPAMI 2026 | This repository collects awesome survey, resource, and paper for lifelong learning LLM agents

Class-Incremental Learning: A Survey (TPAMI 2024)

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