lifelong-learning

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ContinualAI /avalanche

Star2k

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

training library framework deep-learning metrics evaluation pytorch benchmarks strategies lifelong-learning continual-learning continualai

UpdatedMar 11, 2025
Python

GMvandeVen /continual-learning

Star1.8k

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.

deep-learning artificial-neural-networks replay incremental-learning variational-autoencoder generative-models lifelong-learning distillation continual-learning elastic-weight-consolidation replay-through-feedback icarl gradient-episodic-memory class-incremental-learning task-incremental-learning domain-incremental-learning

UpdatedNov 5, 2025
Jupyter Notebook

Lifelong-Robot-Learning /LIBERO

Star1.3k

Benchmarking Knowledge Transfer in Lifelong Robot Learning

benchmark manipulation imitation-learning robot-learning lifelong-learning multitask-learning

UpdatedMar 15, 2025
Jupyter Notebook

LAMDA-CL /PyCIL

Star1k

PyCIL: A Python Toolbox for Class-Incremental Learning

machine-learning deep-learning reproducible-research open-world pytorch representation-learning incremental-learning lifelong-learning continual-learning open-environment-recognition

UpdatedAug 18, 2025
Python

daryllxd /lifelong-learning

Star895

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

ruby rails vim markdown elixir phoenix journal notes coursera learn software-engineering note-taking learning-notes software-design lifelong-learning

UpdatedAug 12, 2025
Elixir

ContinualAI /continual-learning-papers

Star673

Continual Learning papers list, curated by ContinualAI

awesome-list papers online-learning lifelong-learning continual-learning

UpdatedApr 22, 2024
HTML

Vision-Intelligence-and-Robots-Group /Best-Incremental-Learning

Star603

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

incremental-learning continuous-learning lifelong-learning continual-learning catastrophic-forgetting

UpdatedMay 11, 2024

mmasana /FACIL

Star555

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

machine-learning framework deep-learning reproducible-research survey incremental-learning lifelong-learning continual-learning

UpdatedMay 26, 2023
Python

LAMDA-CL /LAMDA-PILOT

Star540

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

machine-learning deep-learning toolkit reproducible-research pytorch incremental-learning lifelong-learning continual-learning pre-trained-models vision-transformer vision-language-model

UpdatedAug 18, 2025
Python

GT-RIPL /Continual-Learning-Benchmark

Star523

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

deep-learning artificial-neural-networks incremental-learning continuous-learning lifelong-learning continual-learning

UpdatedApr 26, 2021
Python

alphacep /vosk

Star486

VOSK Speech Recognition Toolkit

multilingual python voice-recognition speech-recognition semi-supervised-learning speech-to-text lifelong-learning

UpdatedJul 13, 2022
C

Continvvm /continuum

Star442

A clean and simple data loading library for Continual Learning

pytorch dataset dataloader online-learning incremental-learning lifelong-learning continual-learning

UpdatedJun 25, 2023
Python

RaptorMai /online-continual-learning

Star418

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).

computer-vision deep-learning convolutional-neural-networks incremental-learning lifelong-learning continual-learning catastrophic-forgetting online-continual-learning class-incremental-learning incremental-continual-learning

UpdatedMay 30, 2023
Python

arthurdouillard /incremental_learning.pytorch

Star408

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

research deep-learning pytorch incremental-learning lifelong-learning continual-learning

UpdatedOct 3, 2023
Python

ContinualAI /continual-learning-baselines

Star322

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

UpdatedFeb 20, 2024
Python

LAMDA-CL /CIL_Survey

Star273

Class-Incremental Learning: A Survey (TPAMI 2024)

lifelong-learning continual-learning catastrophic-forgetting class-incremental-learning

UpdatedNov 7, 2024
Python

qianlima-lab /awesome-lifelong-llm-agent

Star254

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

agent survey incremental-learning lifelong-learning continual-learning llm llm-based-agent

UpdatedMay 30, 2025
Python

GMvandeVen /brain-inspired-replay

Star246

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