An open API service indexing awesome lists of open source software.

Projects in Awesome Lists tagged with continual-learning

A curated list of projects in awesome lists tagged with continual-learning .

https://github.com/ContinualAI/avalanche

Avalanche: an End-to-End Library for Continual Learning based on PyTorch.

benchmarks continual-learning continualai deep-learning evaluation framework library lifelong-learning metrics pytorch strategies training

Last synced: 06 May 2025

https://github.com/continualai/avalanche

Avalanche: an End-to-End Library for Continual Learning based on PyTorch.

benchmarks continual-learning continualai deep-learning evaluation framework library lifelong-learning metrics pytorch strategies training

Last synced: 25 Apr 2025

https://github.com/aimagelab/mammoth

An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learning

continual-learning dark-experience-replay deep-learning der experience-replay knowledge-distillation neurips2020 pytorch

Last synced: 14 May 2025

https://github.com/mmasana/facil

Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.

continual-learning deep-learning framework incremental-learning lifelong-learning machine-learning reproducible-research survey

Last synced: 03 Oct 2025

https://github.com/mmasana/FACIL

Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.

continual-learning deep-learning framework incremental-learning lifelong-learning machine-learning reproducible-research survey

Last synced: 08 May 2025

https://github.com/gt-ripl/continual-learning-benchmark

Evaluate three types of task shifting with popular continual learning algorithms.

artificial-neural-networks continual-learning continuous-learning deep-learning incremental-learning lifelong-learning

Last synced: 05 Apr 2025

https://github.com/GT-RIPL/Continual-Learning-Benchmark

Evaluate three types of task shifting with popular continual learning algorithms.

artificial-neural-networks continual-learning continuous-learning deep-learning incremental-learning lifelong-learning

Last synced: 06 May 2025

https://github.com/yaoyao-liu/class-incremental-learning

PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)

class-incremental-learning continual-learning

Last synced: 12 Jun 2025

https://github.com/google-research/l2p

Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ ECCV22

continual-learning deep-learning jax

Last synced: 13 Oct 2025

https://github.com/Continvvm/continuum

A clean and simple data loading library for Continual Learning

continual-learning dataloader dataset incremental-learning lifelong-learning online-learning pytorch

Last synced: 08 May 2025

https://github.com/continvvm/continuum

A clean and simple data loading library for Continual Learning

continual-learning dataloader dataset incremental-learning lifelong-learning online-learning pytorch

Last synced: 12 Apr 2025

https://github.com/arthurdouillard/incremental_learning.pytorch

A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).

continual-learning deep-learning incremental-learning lifelong-learning pytorch research

Last synced: 05 Apr 2025

https://github.com/RaptorMai/online-continual-learning

A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), SCR(CVPR21-W) and an online continual learning survey (Neurocomputing).

catastrophic-forgetting class-incremental-learning computer-vision continual-learning convolutional-neural-networks deep-learning incremental-continual-learning incremental-learning lifelong-learning online-continual-learning

Last synced: 08 May 2025

https://github.com/continualai/continual-learning-baselines

Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.

agem assessment baselines continual-learning elastic-weight-consolidation ewc experiments gdumb gem icarl lifelong-learning literature lwf reproduction synaptic-intelligence

Last synced: 20 Jun 2025

https://github.com/ContinualAI/continual-learning-baselines

Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.

agem assessment baselines continual-learning elastic-weight-consolidation ewc experiments gdumb gem icarl lifelong-learning literature lwf reproduction synaptic-intelligence

Last synced: 08 May 2025

https://github.com/Mattdl/CLsurvey

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.

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

Last synced: 08 May 2025

https://github.com/mattdl/clsurvey

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.

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

Last synced: 20 Aug 2025

https://github.com/arthurdouillard/cvpr2021_plop

Official code of CVPR 2021's PLOP: Learning without Forgetting for Continual Semantic Segmentation

computer-vision continual-learning cvpr2021 deep-learning semantic-segmentation

Last synced: 21 Jun 2025

https://github.com/arthurdouillard/dytox

Dynamic Token Expansion with Continual Transformers, accepted at CVPR 2022

cifar100 computer-vision continual-learning dynamic-network imagenet transformer

Last synced: 16 Mar 2025

https://github.com/josephkj/iod

(TPAMI 2021) iOD: Incremental Object Detection via Meta-Learning

continual-learning detectron2 incremental-learning meta-learning object-detection pami-2021 tpami

Last synced: 26 Mar 2025

https://github.com/google-deepmind/dm_nevis

NEVIS'22: Benchmarking the next generation of never-ending learners

benchmark continual-learning efficient-learning jax pytorch

Last synced: 07 May 2025

https://github.com/sahagobinda/GPM

Official [ICLR] Code Repository for "Gradient Projection Memory for Continual Learning"

computer-vision continual-learning deep-learning optimizaiton pytorch

Last synced: 08 May 2025

https://github.com/arazd/ProgressivePrompts

Progressive Prompts: Continual Learning for Language Models

continual-learning llms nlp prompt-tuning

Last synced: 22 Jul 2025

https://github.com/yaoyao-liu/cl-detr

PyTorch implementation of "Continual Detection Transformer for Incremental Object Detection" (CVPR 2023)

class-incremental-learning continual-learning detr incremental-object-detection object-detection

Last synced: 12 Jun 2025

https://github.com/gmvandeven/class-incremental-learning

PyTorch implementation of a VAE-based generative classifier, as well as other class-incremental learning methods that do not store data (DGR, BI-R, EWC, SI, CWR, CWR+, AR1, the "labels trick", SLDA).

ar1 brain-inspired-replay class-incremental-learning continual-learning cwr cwr-plus elastic-weight-consolidation generative-classification generative-classifier generative-replay labels-trick slda synaptic-intelligence variational-autoencoder

Last synced: 03 Jul 2025

https://github.com/imirzadeh/stable-continual-learning

Towards increasing stability of neural networks for continual learning: https://arxiv.org/abs/2006.06958.pdf (NeurIPS'20)

catastrophic-forgetting continual-learning deep-learning lifelong-learning pytorch

Last synced: 08 May 2025

https://github.com/GMvandeVen/class-incremental-learning

PyTorch implementation of a VAE-based generative classifier, as well as other class-incremental learning methods that do not store data (DGR, BI-R, EWC, SI, CWR, CWR+, AR1, the "labels trick", SLDA).

ar1 brain-inspired-replay class-incremental-learning continual-learning cwr cwr-plus elastic-weight-consolidation generative-classification generative-classifier generative-replay labels-trick slda synaptic-intelligence variational-autoencoder

Last synced: 08 May 2025

https://github.com/mrgiovanni/continuallearning

[MICCAI 2023] Continual Learning for Abdominal Multi-Organ and Tumor Segmentation

continual-learning organ-segmentation tumor-segmentation

Last synced: 16 Oct 2025

https://github.com/MrtnMndt/OpenVAE_ContinualLearning

Open-source code for our paper: Unified Probabilistic Deep Continual Learning through Generative Replay and Open Set Recognition

continual-learning deep-learning open-set-recognition pytorch variational-autoencoder

Last synced: 08 May 2025

https://github.com/ml-jku/l2m

Learning to Modulate pre-trained Models in RL (Decision Transformer, LoRA, Fine-tuning)

continual-learning decision-transformers fine-tuning lora multitask-learning reinforcement-learning robotics

Last synced: 24 Oct 2025

https://github.com/tum-pbs/config

[ICLR2025 Spotlight] Official implementation of Conflict-Free Inverse Gradients Method

continual-learning deep-learning multitask-learning physics-informed-neural-networks pinns

Last synced: 09 Apr 2025

https://github.com/josephkj/eli

(CVPR 2022) Energy-based Latent Aligner for Incremental Learning

continual-learning cvpr cvpr2022 ebm energy-based-model incremental-learning latent-aligning pytorch

Last synced: 26 Mar 2025

https://github.com/JosephKJ/ELI

(CVPR 2022) Energy-based Latent Aligner for Incremental Learning

continual-learning cvpr cvpr2022 ebm energy-based-model incremental-learning latent-aligning pytorch

Last synced: 08 May 2025

https://github.com/ShipengWang/Adam-NSCL

PyTorch implementation of our Adam-NSCL algorithm from our CVPR2021 (oral) paper "Training Networks in Null Space for Continual Learning"

continual-learning incremental-learning lifelong-learning

Last synced: 08 May 2025

https://github.com/mohammadmozafari/advanced-machine-learning

This repo contains the implementation of some new papers on some advanced topics of machine learning e.g. meta-learning, reinforcement-learning, meta-reinforcement-learning, continual-learning and etc.

continual-learning goal-conditioned-rl maml meta-rl multitask-learning prototypical-networks snail

Last synced: 10 Apr 2025

https://github.com/mattdl/continualprototypeevolution

Codebase for Continual Prototype Evolution (CoPE) to attain perpetually representative prototypes for online and non-stationary datastreams. Includes implementation of the Pseudo-Prototypical Proxy (PPP) loss.

computer-vision continual-learning datastreaming deep-learning online-learning prototypes representation-learning

Last synced: 15 Jul 2025

https://github.com/Mattdl/ContinualPrototypeEvolution

Codebase for Continual Prototype Evolution (CoPE) to attain perpetually representative prototypes for online and non-stationary datastreams. Includes implementation of the Pseudo-Prototypical Proxy (PPP) loss.

computer-vision continual-learning datastreaming deep-learning online-learning prototypes representation-learning

Last synced: 08 May 2025

https://github.com/ethz-asl/ucsa_neural_rendering

[CVPR 2023] Unsupervised Continual Semantic Adaptation through Neural Rendering

3d-scene-understanding continual-learning cvpr2023 nerf neural-rendering scannet semantic-segmentation semantic-understanding

Last synced: 09 Sep 2025

https://github.com/yujun-shi/blip

Official Implementation of CVPR2021 paper: Continual Learning via Bit-Level Information Preserving

continual-learning cvpr2021

Last synced: 10 Apr 2025

https://github.com/SALT-NLP/Adaptive-Compositional-Modules

Code for the ACL 2022 paper "Continual Sequence Generation with Adaptive Compositional Modules"

adapter continual-learning lifelong-learning natural-language-processing parameter-efficient-learning question-answering sequence-generation

Last synced: 08 May 2025

https://github.com/josephkj/merlin

(NeurIPS 2020) Meta-Consolidation for Continual Learning

continual-learning incremental-learning meta-learning neurips neurips-2020

Last synced: 26 Mar 2025

https://github.com/tlesort/continual_learning_data_former

A pytorch compatible data loader to create sequence of tasks for Continual Learning

continual-learning continualai deep-learning incremental-learning lifelong-learning machine-learning

Last synced: 21 Mar 2025

https://github.com/GoodAI/goodai-ltm-benchmark

A library for benchmarking the Long Term Memory and Continual learning capabilities of LLM based agents. With all the tests and code you need to evaluate your own agents. See more in the blogpost:

continual-learning goodai llm long-term-memory ltm

Last synced: 11 Sep 2025

https://github.com/segmentationblwx/cssegmentation

CSSegmentation: An Open Source Continual Semantic Segmentation Toolbox Based on PyTorch.

benchmark continual-learning pytorch semantic-segmentation

Last synced: 19 Jun 2025

https://github.com/linhaowei1/tpl

✌[ICLR 2024] Class Incremental Learning via Likelihood Ratio Based Task Prediction

class-incremental-learning continual-learning likelihood-ratio-test ood-detection

Last synced: 12 Oct 2025

https://github.com/SaynaEbrahimi/Remembering-for-the-Right-Reasons

Official Implementation of Remembering for the Right Reasons (ICLR 2021)

continual-learning continual-learning-xai lifelong-learning xai

Last synced: 08 May 2025

https://github.com/Mattdl/ContinualEvaluation

[Spotlight ICLR 2023 paper] Continual evaluation for lifelong learning with neural networks, identifying the stability gap.

avalanche continual-evaluation continual-learning deep-learning lifelong-learning machine-learning pytorch stability-gap

Last synced: 08 May 2025

https://github.com/feyzaakyurek/subspace-reg

Code for the ICLR2022 paper on Subspace Regularization for few-shot class incremental image classification

class-incremental-learning computer-vision continual-learning few-shot-learning image-classification incremental-learning machine-learning subspace-learning

Last synced: 18 Apr 2025

https://github.com/mattdl/continualevaluation

[Spotlight ICLR 2023 paper] Continual evaluation for lifelong learning with neural networks, identifying the stability gap.

avalanche continual-evaluation continual-learning deep-learning lifelong-learning machine-learning pytorch stability-gap

Last synced: 14 Apr 2025

https://github.com/lucidrains/sdft-pytorch

Explorations into the proposed SDFT, Self-Distillation Enables Continual Learning, from Shenfeld et al. of MIT

artificial-intelligence continual-learning deep-learning

Last synced: 08 Feb 2026

https://github.com/zeta36/random-memory-adaptation

Random memory adaptation model inspired by the paper: "Memory-based parameter adaptation (MbPA)"

catastrophic-forgetting continual-learning mbpa memory-network tensorflow

Last synced: 04 May 2025

https://github.com/andreacossu/continual-pretraining-nlp-vision

Code to reproduce experiments from the paper "Continual Pre-Training Mitigates Forgetting in Language and Vision" https://arxiv.org/abs/2205.09357

continual-learning forgetting image-classification lifelong-learning masked-image-modeling masked-language-models pretrained-models qnli self-supervised senteval sentiment-analysis transformers

Last synced: 21 Jun 2025

https://github.com/jaehong31/OCS

Online Coreset Selection for Rehearsal-based Continual Learning, ICLR 2022

continual-learning coreset lifelong-learning pytorch

Last synced: 08 May 2025

https://github.com/uber-research/vargp

Variational Auto-Regressive Gaussian Processes for Continual Learning

continual-learning gaussian-processes machine-learning

Last synced: 11 Apr 2025

https://github.com/srvCodes/continual_learning_with_vit

Code for our CVPR 2022 workshop paper "Towards Exemplar-Free Continual Learning in Vision Transformers"

computer-vision continual-learning cvpr2022 incremental-learning transformers vision-transformer

Last synced: 08 May 2025

https://github.com/xiaojieli0903/ckpd-fscil

Official code of "Continuous Knowledge-Preserving Decomposition for Few-Shot Continual Learning"

continual-learning

Last synced: 27 Sep 2025

https://github.com/mikelma/componet

Source code of the ICML24 paper "Self-Composing Policies for Scalable Continual Reinforcement Learning" (selected for oral presentation)

continual-learning continual-reinforcement-learning deep-learning icml icml-2024 pytorch reinforcement-learning

Last synced: 24 Apr 2025

https://github.com/showlab/efficient-cls

[ICCV 2023] Label-Efficient Online Continual Object Detection in Streaming Video

continual-learning label-efficient object-detection online-continual-learning video-streaming

Last synced: 22 Apr 2025

https://github.com/mbosc/twf

Official codebase for the ECCV 2022 paper Transfer without Forgetting

continual-learning pretraining

Last synced: 08 May 2025

https://github.com/notmahi/disk

PyTorch implementation for "Discovery of Incremental Skills" (DISk) algorithm from ICLR 2022 paper "One After Another: Learning Incremental Skills for a Changing World"

continual-learning reinforcement-learning skill-learning unsupervised-learning

Last synced: 08 May 2025

https://github.com/linhaowei1/CLoG

✌ CLoG: Benchmarking Continual Learning of Image Generation Models

continual-learning diffusion-models gan generative-model huggingface machine-learning stable-diffusion

Last synced: 27 Mar 2025

https://github.com/sanketvmehta/lifelong-learning-pretraining-and-sam

Code for the paper "Mehta, S. V., Patil, D., Chandar, S., & Strubell, E. (2023). An Empirical Investigation of the Role of Pre-training in Lifelong Learning. The Journal of Machine Learning Research 24 (2023)"

continual-learning flat-minima lifelong-learning pre-training sharpness-aware-minimization

Last synced: 08 May 2025

https://github.com/qznan/spankl

Code for paper: A Neural Span-Based Continual Named Entity Recognition Model

continual-learning named-entity-recognition natural-language-processing

Last synced: 06 Apr 2025

https://github.com/linhaowei1/clog

✌ CLoG: Benchmarking Continual Learning of Image Generation Models

continual-learning diffusion-models gan generative-model huggingface machine-learning stable-diffusion

Last synced: 28 Jul 2025

https://github.com/andreacossu/continuallearning-sequentialprocessing

Continual Learning with Gated Incremental Memories for Sequential Data Processing. IJCNN 2020. Continual Learning with Recurrent Neural Networks (RNNs) inspired by Progressive network architecture.

audioset continual-learning machine-learning pytorch recurrent-neural-networks rnn

Last synced: 14 Apr 2025

https://github.com/lrzpellegrini/latent-replay

Implementation of Latent Replay, a Continual Learning strategy for Real-Time / On The Edge applications

caffe continual-learning continualai deep-learning machine-learning

Last synced: 06 Jul 2025

https://github.com/wangkai930418/hcv_iirc

code for our BMVC 2021 paper "HCV: Hierarchy-Consistency Verification for Incremental Implicitly-Refined Classification"

bmvc continual-learning incremental-learning

Last synced: 13 Apr 2025

https://github.com/Lucasc-99/PackNet-Continual-Learning

The PackNet Continual Learning Method in Pytorch

continual-learning deep-learning machine-learning pytorch

Last synced: 08 May 2025