Continual Learning Frameworks

Tools and benchmarks for training ML models on sequential tasks while mitigating catastrophic forgetting. Includes experience replay, memory-based methods, prompt tuning, and neuro-symbolic approaches. Does NOT include general transfer learning, multi-task learning without continual learning focus, or reinforcement learning frameworks without continual learning emphasis.

There are 61 continual learning frameworks tracked. 4 score above 50 (established tier). The highest-rated is aimagelab/mammoth at 67/100 with 788 stars. 1 of the top 10 are actively maintained.

Get all 61 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	aimagelab/mammoth An Extendible (General) Continual Learning Framework based on Pytorch -...	67	Established	788	Python
2	LAMDA-CL/PyCIL PyCIL: A Python Toolbox for Class-Incremental Learning	58	Established	1,060	Python
3	GMvandeVen/continual-learning PyTorch implementation of various methods for continual learning (XdG, EWC,...	56	Established	1,832	Jupyter Notebook
4	LAMDA-CL/LAMDA-PILOT 🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox	55	Established	568	Python
5	mmasana/FACIL Framework for Analysis of Class-Incremental Learning with 12...	49	Emerging	563	Python
6	ContinualAI/avalanche Avalanche: an End-to-End Library for Continual Learning based on PyTorch.	49	Emerging	2,036	Python
7	GT-RIPL/Continual-Learning-Benchmark Evaluate three types of task shifting with popular continual learning algorithms.	48	Emerging	523	Python
8	sahagobinda/GPM Official [ICLR] Code Repository for "Gradient Projection Memory for...	44	Emerging	98	Python
9	LukasHedegaard/continual-inference A Python library for Continual Inference Networks in PyTorch	43	Emerging	56	Python
10	tum-pbs/ConFIG [ICLR2025 Spotlight] Official implementation of Conflict-Free Inverse...	43	Emerging	104	Python
11	arthurdouillard/CVPR2021_PLOP Official code of CVPR 2021's PLOP: Learning without Forgetting for Continual...	43	Emerging	156	Python
12	JH-LEE-KR/l2p-pytorch PyTorch Implementation of Learning to Prompt (L2P) for Continual Learning @ CVPR22	42	Emerging	201	Python
13	grasp-lyrl/modelzoo_continual Model Zoos for Continual Learning (ICLR 22)	41	Emerging	45	Python
14	grypesc/SEED ICLR2024 paper on Continual Learning	39	Emerging	36	Python
15	mashijie1028/Happy-CGCD (NeurIPS 2024) Happy: A Debiased Learning Framework for Continual...	39	Emerging	45	Python
16	NeurAI-Lab/CLS-ER The official PyTorch code for ICLR'22 Paper "Learning Fast, Learning Slow: A...	39	Emerging	53	Python
17	EnnengYang/Awesome-Forgetting-in-Deep-Learning A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual...	39	Emerging	352	—
18	kir-gadjello/zipslicer A library for incremental loading of large PyTorch checkpoints	38	Emerging	56	Python
19	Mattdl/ContinualPrototypeEvolution Codebase for Continual Prototype Evolution (CoPE) to attain perpetually...	38	Emerging	44	Python
20	nazmul-karim170/CNLL [CVPR'22] Official Implementation of "CNLL: A Semi-supervised Approach for...	37	Emerging	18	Python
21	Innixma/dex Continual Learning Toolkit for Reinforcement Learning	37	Emerging	21	Python
22	chaht01/Co2L Co^2L: Contrastive Continual Learning (ICCV2021)	37	Emerging	100	Python
23	RaptorMai/online-continual-learning A collection of online continual learning paper implementations and tricks...	37	Emerging	417	Python
24	Mattdl/ContinualEvaluation [Spotlight ICLR 2023 paper] Continual evaluation for lifelong learning with...	34	Emerging	35	Python
25	awslabs/Renate Library for automatic retraining and continual learning	33	Emerging	296	Python
26	mikelma/componet Source code of the ICML24 paper "Self-Composing Policies for Scalable...	33	Emerging	27	Python
27	zqiao11/TSCIL [KDD2024] Class-incremental Learning for Time Series: Benchmark and Evaluation	31	Emerging	65	Python
28	vgthengane/GCSL Official repository for "Gradient Correlation Subspace Learning against...	31	Emerging	3	—
29	vitali-sialedchyk/stability-first-ai Solving catastrophic forgetting with Recursive Time architecture, Active...	31	Emerging	10	Python
30	sayantanauddy/clfd Code for the paper Continual Learning from Demonstration of Robotic Skills	31	Emerging	34	Jupyter Notebook
31	mccaffary/continual-learning Repository of continual learning papers	30	Emerging	41	TeX
32	ema-marconato/NeSy-CL Codebase for Neuro-Symbolic Continual Learning.	30	Emerging	27	Python
33	pengxiang-wang/continual-learning-arena An open-source machine learning package for continual learning research,...	29	Experimental	3	Python
34	Pervasive-AI-Lab/sparse-dynamic-synapses "The Unreasonable Effectiveness of Sparse Dynamic Synapses for Continual...	28	Experimental	11	Python
35	Alexk1704/scclv2 SCalable Continual Learning - An experimental machine learning framework for...	28	Experimental	2	Python
36	sahagobinda/SGP Official [AAAI] Code Repository for "Continual Learning with Scaled Gradient...	27	Experimental	16	Python
37	BurakGurbuz97/NICE NICE: Neurogenesis Inspired Contextual Encoding for Replay-free Class...	27	Experimental	27	Python
38	pengxiang-wang/continual-learning-research This is my continual learning research project which is also a template...	27	Experimental	1	HTML
39	OneAndZero24/local-cl Continual Learning with Local Neural Layers	26	Experimental	6	Jupyter Notebook
40	AIalchemistART/scms-starter-kit Sparse Contextual Memory Scaffolding - A validated system for continual...	26	Experimental	4	JavaScript
41	VerwimpEli/CLAD Implementation of CLAD: A Continual Learning benchmark for Autonomous...	26	Experimental	33	Python
42	szrlee/awesome-continual-learning Resources collection for the hot research topic of Continual Learning, a...	26	Experimental	8	—
43	humansensinglab/POET-continual-action-recognition Code for the paper: "POET: Prompt Offset Tuning for Continual Human Action...	25	Experimental	14	Python
44	xiaobaben/BrainUICL [ICLR 2025] BrainUICL: An Unsupervised Individual Continual Learning...	25	Experimental	38	Python
45	bwnzheng/MRFA_ICML2024 The code repository for "Multi-layer Rehearsal Feature Augmentation for...	25	Experimental	11	Python
46	Lucasc-99/PackNet-Continual-Learning The PackNet Continual Learning Method in Pytorch	24	Experimental	15	Python
47	sun-hailong/CVPR24-Ease [CVPR 2024] The code repository for "Expandable Subspace Ensemble for...	23	Experimental	82	Python
48	grypesc/AdaGauss 2024 Neurips paper on Continual Learning and Class Incremental Learning	22	Experimental	11	Python
49	ACD421/sgm-continual-learning Sparse Geometric Mutation: interference-free continual learning primitive	22	Experimental	—	Python
50	vamsikrishna-1289/otec-continual-rl Continual Reinforcement Learning for adaptive OTEC control using PPO and...	22	Experimental	—	Python
51	Moenupa/LyCIL LyCIL: A Pytorch-Lightning 2.x Toolbox for Continual/Incremental Learning.	22	Experimental	—	Python
52	Minu476/rich-learning Topological Graph Memory for Reinforcement Learning — 100% retention, zero...	21	Experimental	—	C#
53	ImMohammadHosseini/incremental-learning :sparkles: Implementation of "Learn#: A Novel incremental learning method...	20	Experimental	5	PureBasic
54	Minhchuyentoancbn/Continual-Learning All in One - Continual Learning	20	Experimental	8	Jupyter Notebook
55	GUT-AI/continual-learning Continual Learning	19	Experimental	3	—
56	shahariel/TEAL TEAL: New Selection Strategy for Small Buffers in Experience Replay Class...	14	Experimental	17	Python
57	mano9101/Regularization-Continual-Learning-PyTorch ⚙️ Implement Elastic Weight Consolidation for continual learning in PyTorch,...	14	Experimental	—	Python
58	RenaissanceT/Continual_Learning_for_Time_Series_Survey_and_Evaluation This project aims to conduct a comprehensive review of Continual Learning,...	12	Experimental	2	—
59	rezahabibi96/awesome-general-continual-learning Awesome General Continual Learning	12	Experimental	1	—
60	TheUnsolvedDev/Forgetting-Nature-Of-Neural-Network The ability to learn tasks in a sequential fashion is crucial to the...	11	Experimental	—	Python
61	pengxiang-wang/continual-learning-arena-legacy This legacy project has been partially transformed into Python package:...	11	Experimental	4	Jupyter Notebook