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GMvandeVen / 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 Nov 5, 2025
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ContinualAI / continual-learning-baselines

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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

Updated Feb 20, 2024
Python

Mattdl / CLsurvey

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Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase of "A continual learning survey: Defying forgetting in classification tasks." in IEEE TPAMI.

framework deep-learning neural-networks hat hyperparameter-tuning incremental-learning inaturalist continual-learning elastic-weight-consolidation icarl tinyimagenet tpami classification-tasks gradient-episodic-memory synaptic-intelligence defy-forgetting packnet memory-aware-synapses incremental-moment-matching

Updated Jun 3, 2021
Python

manumacc / incremental-learning-image-classification

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Replication of baselines that address incremental learning issues and definition of new approaches to overcome existing limitations

machine-learning deep-learning polito pytorch resnet convolutional-neural-networks incremental-learning icarl

Updated Aug 2, 2020
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lrzpellegrini / icarl-pytorch

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A working PyTorch implementation of the iCaRL algorithm (for Cifar100 experiments)

learning avalanche cifar cifar100 continual icarl

Updated Apr 20, 2021
Python

luciainnocenti / Incremental-learning

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The main goal of this project is to implement a neural network capable of learning different tasks without forgetting the ones it has learned before.

deep-learning incremental-learning pytorch-cnn icarl

Updated Apr 25, 2021
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3neutronstar / CIL-Zoo

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Class Incremental Learning (iCaRL, EEIL, BiC) reproduce github repository.

pytorch classification bic incremental-learning lifelong-learning continual-learning icarl class-incremental-learning eeil

Updated Aug 17, 2022
Python

Alessio-Siciliano / Incremental-Learning-iCarl

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python pytorch incremental-learning nca cifar100 fine-tuning lwf icarl

Updated Apr 25, 2021
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danielegenta / Progetto-MLDL

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Implementation of iCaRL

cnn incremental-learning icarl

Updated Oct 10, 2020
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rojinakashefi / LwF-iCaRL-Incremental-Learning

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A repository consists of incremental learning algorithm such as LwF and iCaRL on CIFAR100 dataset on ResNet architecture.

pytorch resnet fine-tune lwf icarl

Updated May 27, 2023
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irenebenedetto / incremental-learning-study

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Implementation of several variations of the iCaRL incremental learning algorithm in PyTorch.

computer-vision deep-learning neural-network incremental-learning cifar100 distillation icarl

Updated Sep 17, 2020
Python

armando-larocca / Project-IL-

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Incremental learning

incremental-learning icarl

Updated Nov 25, 2022
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Fatemerjn / Replay-Based-Continual-Learning-PyTorch

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A replay-based continual learning, where models preserve past knowledge through stored exemplars or pseudo-samples. Implements Experience Replay (ER), Gradient Episodic Memory (GEM), and iCaRL. Provides modular dataset buffering, memory selection policies, and evaluation utilities for reproducible experiments on vision and NLP tasks.

gem deep-learning pytorch neural-networks incremental-learning lifelong-learning continual-learning experience-replay icarl memory-replay rehearsal-based-learning

Updated Oct 15, 2025
Python

francescomontagna / incremental-learning-image-classification

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Reproduction of existing baselines that address incremental learning issues and definition of new approaches to overcome existing limitations

machine-learning deep-learning pytorch convolutional-neural-networks incremental-learning icarl

Updated Aug 3, 2020
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esthy13 / cil-intrusion-detection

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Cybersecurity project implementing an adaptive Intrusion Detection System using Class-Incremental Learning in PyTorch, comparing continual learning strategies (iCaRL, ER, DER) on network intrusion datasets such as CIC-IDS2017 and UNSW-NB15.

pytorch network-intrusion-detection continual-learning experience-replay icarl dark-experience-replay

Updated Aug 25, 2026
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Yennez / cls

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🚀 Clear your terminal instantly with cls, a fast C utility that removes all previous output and scrollback history on macOS and Linux.

framework vulkan opencl gru decorator typeorm hacktoberfest highway-cnn spir cls nestjs icarl tpami classification-tasks web-vitals synaptic-intelligence defy-forgetting asynclocalstorage

Updated Feb 1, 2026

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Here are 16 public repositories matching this topic...

GMvandeVen / continual-learning

ContinualAI / continual-learning-baselines

Mattdl / CLsurvey

manumacc / incremental-learning-image-classification

lrzpellegrini / icarl-pytorch

luciainnocenti / Incremental-learning

3neutronstar / CIL-Zoo

Alessio-Siciliano / Incremental-Learning-iCarl

danielegenta / Progetto-MLDL

rojinakashefi / LwF-iCaRL-Incremental-Learning

irenebenedetto / incremental-learning-study

armando-larocca / Project-IL-

Fatemerjn / Replay-Based-Continual-Learning-PyTorch

francescomontagna / incremental-learning-image-classification

esthy13 / cil-intrusion-detection

Yennez / cls

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