continual-learning

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

Updated May 17, 2025
Jupyter Notebook

JosephKJ / OWOD

Star 1.1k

(CVPR 2021 Oral) Open World Object Detection

open-world object-detection cvpr incremental-learning energy-based-model continual-learning detectron2 contrastive-learning cvpr2021

Updated Dec 19, 2022
Python

LAMDA-CL / PyCIL

Star 1k

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

Updated Aug 18, 2025
Python

tamlhp / awesome-machine-unlearning

Star 888

Awesome Machine Unlearning (A Survey of Machine Unlearning)

data-privacy gdpr right-to-be-forgotten machine-unlearning continual-learning forgetting data-deletion unlearning membership-inference data-removal model-certification federated-unlearning recommendation-unlearning few-shot-unlearning unlearning-verification feature-injection deep-unlearning llm-unlearning

Updated Oct 7, 2025
Jupyter Notebook

NeuromatchAcademy / course-content-dl

Star 798

NMA deep learning course

deep-learning transformers recurrent-neural-networks reinforcement-learning-algorithms convolutional-neural-networks continual-learning

Updated Jul 14, 2025
Jupyter Notebook

mammoth

aimagelab / mammoth

Star 742

An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learning

deep-learning pytorch knowledge-distillation der continual-learning experience-replay neurips2020 dark-experience-replay

Updated Aug 23, 2025
Python

ContinualAI / continual-learning-papers

Star 661

Continual Learning papers list, curated by ContinualAI

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

Updated Apr 22, 2024
HTML

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

Star 601

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

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

Updated May 11, 2024

EnnengYang / Awesome-Model-Merging-Methods-Theories-Applications

Star 567

Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities. arXiv:2408.07666.

generative-model ensemble-learning transfer-learning zero-shot-learning robustness multi-task-learning attack-defense generalization meta-learning model-fusion federated-learning continual-learning few-shot-learning diffusion-models multi-domain-learning foundation-models large-language-models llms model-merging knowledge-fusion

Updated Oct 15, 2025

mmasana / FACIL

Star 555

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

Updated May 26, 2023
Python

GT-RIPL / Continual-Learning-Benchmark

Star 523

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

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

Updated Apr 26, 2021
Python

LAMDA-CL / LAMDA-PILOT

Star 501

🎉 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

Updated Aug 18, 2025
Python

yaoyao-liu / class-incremental-learning

Star 472

PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)

continual-learning class-incremental-learning

Updated Apr 10, 2025
Python

Wang-ML-Lab / llm-continual-learning-survey

Star 463

[CSUR 2025] Continual Learning of Large Language Models: A Comprehensive Survey

continual-learning llm large-language-model

Updated May 16, 2025

google-research / l2p

Star 463

Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ ECCV22

deep-learning continual-learning jax

Updated Jul 30, 2024
Python

Continvvm / continuum

Star 439

A clean and simple data loading library for Continual Learning

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

Updated Jun 25, 2023
Python

RaptorMai / online-continual-learning

Star 413

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

Updated May 30, 2023
Python

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