Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.
☆356Feb 20, 2024Updated 2 years ago
Alternatives and similar repositories for continual-learning-baselines
Users that are interested in continual-learning-baselines are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Avalanche: an End-to-End Library for Continual Learning based on PyTorch.☆2,114Mar 11, 2025Updated last year
- PyTorch implementation of various methods for continual learning (XdG, EWC, SI, LwF, FROMP, DGR, BI-R, ER, A-GEM, iCaRL, Generative Class…☆1,890Nov 5, 2025Updated 11 months ago
- Continual Learning papers list, curated by ContinualAI☆742Apr 22, 2024Updated 2 years ago
- An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learni…☆847May 20, 2026Updated 5 months ago
- Evaluate three types of task shifting with popular continual learning algorithms.☆530Apr 26, 2021Updated 5 years ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), S…☆426May 30, 2023Updated 3 years ago
- Relevant papers in Continual Learning☆745Jul 25, 2023Updated 3 years ago
- A clean and simple data loading library for Continual Learning☆451Jun 25, 2023Updated 3 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
- Awesome Incremental Learning☆4,526Updated this week
- Avalanche fork adding RL support☆85Apr 13, 2023Updated 3 years ago
- Continual Learning tutorials and demo running on Google Colaboratory.☆360Mar 16, 2026Updated 7 months ago
- Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase …☆204Jun 3, 2021Updated 5 years ago
- 🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox☆608Jan 29, 2026Updated 9 months ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- PyTorch Implementation of Learning to Prompt (L2P) for Continual Learning @ CVPR22☆203Oct 14, 2023Updated 3 years ago
- Co^2L: Contrastive Continual Learning (ICCV2021)☆100Mar 30, 2022Updated 4 years ago
- [ECCV 2024] Versatile Incremental Learning: Towards Class and Domain-Agnostic Incremental Learning☆20Sep 23, 2024Updated 2 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
- PyContinual (An Easy and Extendible Framework for Continual Learning)☆323Jan 29, 2024Updated 2 years ago
- Official codebase of the "Rehearsal revealed:The limits and merits of revisiting samples in continual learning" paper.☆29Oct 20, 2021Updated 5 years ago
- Codebase for Continual Prototype Evolution (CoPE) to attain perpetually representative prototypes for online and non-stationary datastrea…☆44Mar 21, 2022Updated 4 years ago
- An Incremental Learning, Continual Learning, and Life-Long Learning Repository☆616May 11, 2024Updated 2 years ago
- Hierarchical Decomposition of Prompt-Based Continual Learning: Rethinking Obscured Sub-optimality (NeurIPS 2023, Spotlight)☆92Nov 15, 2024Updated last year
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- OnlineEWC and EWC++ implementations, the online versions of Elastic weight consolidation☆10Sep 4, 2019Updated 7 years ago
- Code for "A Comprehensive Empirical Evaluation on Online Continual Learning" ICCVW 2023 VCL Workshop☆46Apr 8, 2024Updated 2 years ago
- Simplified code for our paper "GDumb: A Simple Approach that Questions Our Progress in Continual Learning". Easily extensible to various …☆90Oct 4, 2023Updated 3 years ago
- Source code for "Gradient Based Memory Editing for Task-Free Continual Learning", 4th Lifelong ML Workshop@ICML 2020☆17Dec 8, 2022Updated 3 years ago
- RanPAC: Random Projections and Pre-trained Models for Continual Learning - Official code repository for NeurIPS 2023 Published Paper☆60Feb 15, 2025Updated last year
- Code for the CoLLAs 2023 paper "Improving Online Continual Learning Performance and Stability With Temporal Ensemble"☆10Jan 11, 2024Updated 2 years ago
- a PyTorch Tutorial to Class-Incremental Learning | a Distributed Training Template of CIL with core code less than 100 lines.☆110Aug 31, 2026Updated last month
- Code to reproduce experiments from the paper "Continual Pre-Training Mitigates Forgetting in Language and Vision" https://arxiv.org/abs/2…☆22Oct 23, 2023Updated 3 years ago
- ☆75Dec 8, 2022Updated 3 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Class-Incremental Learning: A Survey (TPAMI 2024)☆288Nov 7, 2024Updated last year
- [NeurIPS 2023] A Unified Approach to Domain Incremental Learning with Memory: Theory and Algorithm☆56Jan 26, 2025Updated last year
- Continuum Learning with GEM: Gradient Episodic Memory☆407Oct 22, 2018Updated 8 years ago
- A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR…☆253Jul 6, 2023Updated 3 years ago
- Official pytorch implementation of Rainbow Memory (CVPR 2021)☆127Jan 18, 2022Updated 4 years ago
- Continual Learning in Recurrent Neural Networks☆37Oct 12, 2021Updated 5 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