Continual Learning papers list, curated by ContinualAI
☆740Apr 22, 2024Updated 2 years ago
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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…☆1,884Nov 5, 2025Updated 11 months ago
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- Evaluate three types of task shifting with popular continual learning algorithms.☆531Apr 26, 2021Updated 5 years ago
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- A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), S…☆427May 30, 2023Updated 3 years ago
- PyCIL: A Python Toolbox for Class-Incremental Learning☆1,111Jan 29, 2026Updated 8 months ago
- PyTorch code for our CoLLAs-2022 paper "Online Continual Learning for Embedded Devices"☆13Aug 4, 2022Updated 4 years ago
- Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ …☆478Jul 30, 2024Updated 2 years ago
- Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.☆569May 26, 2023Updated 3 years ago
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- Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase …☆204Jun 3, 2021Updated 5 years ago
- A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. TPAMI, 2024.☆369Jan 27, 2026Updated 8 months ago
- Continual Learning in Recurrent Neural Networks☆37Oct 12, 2021Updated 5 years ago
- A clean and simple data loading library for Continual Learning☆450Jun 25, 2023Updated 3 years ago
- Code for "A Comprehensive Empirical Evaluation on Online Continual Learning" ICCVW 2023 VCL Workshop☆46Apr 8, 2024Updated 2 years ago
- The Research Tree - A playground for research at the intersection of Continual, Reinforcement, and Self-Supervised Learning.☆202May 30, 2023Updated 3 years ago
- Avalanche fork adding RL support☆85Apr 13, 2023Updated 3 years ago
- A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR…☆252Jul 6, 2023Updated 3 years ago
- A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).☆410Oct 3, 2023Updated 3 years ago
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- A paper list of our recent survey on continual learning, and other useful resources in this field.☆110Feb 21, 2024Updated 2 years ago
- A curated list of Continual Learning papers and BibTeX entries☆204Oct 21, 2024Updated last year
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- Official codebase of the "Rehearsal revealed:The limits and merits of revisiting samples in continual learning" paper.☆29Oct 20, 2021Updated 4 years ago
- Class-Incremental Learning: A Survey (TPAMI 2024)☆288Nov 7, 2024Updated last year
- Towards increasing stability of neural networks for continual learning: https://arxiv.org/abs/2006.06958.pdf (NeurIPS'20)☆77Mar 25, 2023Updated 3 years ago
- The official PyTorch code for 'DER: Dynamically Expandable Representation for Class Incremental Learning' accepted by CVPR2021☆175Oct 29, 2021Updated 4 years ago
- ☆68Feb 8, 2022Updated 4 years ago
- Implementation for the paper "Adversarial Continual Learning" in PyTorch.☆254May 25, 2023Updated 3 years ago
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- PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)☆471Apr 10, 2025Updated last year
- 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
- A Continual Multi-agent RL testbed based on Hanabi☆31Aug 1, 2021Updated 5 years ago
- Co^2L: Contrastive Continual Learning (ICCV2021)☆101Mar 30, 2022Updated 4 years ago
- PyTorch Implementation of Learning to Prompt (L2P) for Continual Learning @ CVPR22☆205Oct 14, 2023Updated 2 years ago
- Continual reinforcement learning baselines: experiment specifications, implementation of existing methods, and common metrics. Easily ext…☆140Jul 6, 2023Updated 3 years ago
- Continual Learning with Hypernetworks. A continual learning approach that has the flexibility to learn a dedicated set of parameters, fin…☆173Apr 11, 2022Updated 4 years ago