Continual Learning papers list, curated by ContinualAI
☆698Apr 22, 2024Updated last year
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- PyTorch implementation of various methods for continual learning (XdG, EWC, SI, LwF, FROMP, DGR, BI-R, ER, A-GEM, iCaRL, Generative Class…☆1,834Nov 5, 2025Updated 4 months ago
- Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and o…☆339Feb 20, 2024Updated 2 years ago
- Avalanche: an End-to-End Library for Continual Learning based on PyTorch.☆2,037Mar 11, 2025Updated last year
- Relevant papers in Continual Learning☆740Jul 25, 2023Updated 2 years ago
- Evaluate three types of task shifting with popular continual learning algorithms.☆524Apr 26, 2021Updated 4 years ago
- Awesome Incremental Learning☆4,414Jan 29, 2026Updated last month
- An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learni…☆791Mar 2, 2026Updated 2 weeks ago
- A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), S…☆419May 30, 2023Updated 2 years ago
- PyCIL: A Python Toolbox for Class-Incremental Learning☆1,063Jan 29, 2026Updated last month
- PyTorch code for our CoLLAs-2022 paper "Online Continual Learning for Embedded Devices"☆13Aug 4, 2022Updated 3 years ago
- An Incremental Learning, Continual Learning, and Life-Long Learning Repository☆607May 11, 2024Updated last year
- Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ …☆471Jul 30, 2024Updated last year
- Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.☆563May 26, 2023Updated 2 years ago
- Continual Learning tutorials and demo running on Google Colaboratory.☆357Updated this week
- PyContinual (An Easy and Extendible Framework for Continual Learning)☆325Jan 29, 2024Updated 2 years ago
- Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase …☆205Jun 3, 2021Updated 4 years ago
- A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. TPAMI, 2024.☆355Jan 27, 2026Updated last month
- Continual Learning in Recurrent Neural Networks☆37Oct 12, 2021Updated 4 years ago
- A list of papers, blogs, datasets and software in the field of lifelong/continual machine learning☆297Mar 6, 2021Updated 5 years ago
- Code for "A Comprehensive Empirical Evaluation on Online Continual Learning" ICCVW 2023 VCL Workshop☆45Apr 8, 2024Updated last year
- A clean and simple data loading library for Continual Learning☆446Jun 25, 2023Updated 2 years ago
- Related papers for Continual Reinforcement Learning.☆40Feb 8, 2026Updated last month
- The Research Tree - A playground for research at the intersection of Continual, Reinforcement, and Self-Supervised Learning.☆197May 30, 2023Updated 2 years ago
- Avalanche fork adding RL support☆81Apr 13, 2023Updated 2 years ago
- A paper list of our recent survey on continual learning, and other useful resources in this field.☆107Feb 21, 2024Updated 2 years ago
- A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).☆408Oct 3, 2023Updated 2 years ago
- A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR…☆250Jul 6, 2023Updated 2 years ago
- A curated list of Continual Learning papers and BibTeX entries☆201Oct 21, 2024Updated last year
- ☆114Jan 9, 2024Updated 2 years ago
- Official codebase of the "Rehearsal revealed:The limits and merits of revisiting samples in continual learning" paper.☆29Oct 20, 2021Updated 4 years ago
- 🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox☆568Jan 29, 2026Updated last month
- Class-Incremental Learning: A Survey (TPAMI 2024)☆280Nov 7, 2024Updated last year
- The official PyTorch code for 'DER: Dynamically Expandable Representation for Class Incremental Learning' accepted by CVPR2021☆169Oct 29, 2021Updated 4 years ago
- Towards increasing stability of neural networks for continual learning: https://arxiv.org/abs/2006.06958.pdf (NeurIPS'20)☆76Mar 25, 2023Updated 2 years ago
- ☆67Feb 8, 2022Updated 4 years ago
- Implementation for the paper "Adversarial Continual Learning" in PyTorch.☆255May 25, 2023Updated 2 years ago
- PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)☆473Apr 10, 2025Updated 11 months ago
- Code to reproduce experiments from the paper "Continual Pre-Training Mitigates Forgetting in Language and Vision" https://arxiv.org/abs/2…☆22Oct 23, 2023Updated 2 years ago
- Co^2L: Contrastive Continual Learning (ICCV2021)☆100Mar 30, 2022Updated 3 years ago