continual-learning

There are 31 repositories under continual-learning topic.

chaoyanghe / Awesome-Federated-Learning
FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai
federated-learning machine-learning distributed-optimization non-iid vertical-federated-learning decentralized-federated-learning hierarchical-federated-learning neural-architecture-search transfer-learning continual-learning semi-supervised-learning adversarial-attack-and-defense privacy communication-efficiency straggler-problem computation-efficiency wireless-communication interpretability incentive-mechanism computer-vision
1872
avalanche
ContinualAI / avalanche
Avalanche: an End-to-End Library for Continual Learning based on PyTorch.
continual-learning deep-learning pytorch lifelong-learning framework benchmarks strategies metrics continualai evaluation library training
Language:Python 1659
GMvandeVen / continual-learning
PyTorch implementation of various methods for continual learning (XdG, EWC, SI, LwF, FROMP, DGR, BI-R, ER, A-GEM, iCaRL, Generative Classifier) in three different scenarios.
deep-learning artificial-neural-networks continual-learning lifelong-learning incremental-learning replay distillation generative-models variational-autoencoder elastic-weight-consolidation replay-through-feedback icarl gradient-episodic-memory task-incremental-learning class-incremental-learning domain-incremental-learning
Language:Jupyter Notebook 1443
JosephKJ / OWOD
(CVPR 2021 Oral) Open World Object Detection
continual-learning contrastive-learning cvpr cvpr2021 detectron2 energy-based-model incremental-learning object-detection open-world
Language:Python 1007
wangkai930418 / awesome-diffusion-categorized
collection of diffusion model papers categorized by their subareas
diffusion stable-diffusion diffusion-model diffusion-models continual-learning controlnet few-shot image-edit inpainting inversion detection segmentation text-guided tracking
759
NeuromatchAcademy / course-content-dl
NMA deep learning course
deep-learning reinforcement-learning-algorithms continual-learning convolutional-neural-networks recurrent-neural-networks transformers
Language:Jupyter Notebook 708
G-U-N / PyCIL
PyCIL: A Python Toolbox for Class-Incremental Learning
continual-learning deep-learning incremental-learning lifelong-learning machine-learning pytorch reproducible-research
Language:Python 683
tamlhp / awesome-machine-unlearning
Awesome Machine Unlearning (A Survey of Machine Unlearning)
continual-learning data-deletion data-privacy data-removal forgetting machine-unlearning unlearning federated-unlearning few-shot-unlearning model-certification recommendation-unlearning unlearning-verification membership-inference deep-unlearning feature-injection right-to-be-forgotten gdpr llm-unlearning
Language:Jupyter Notebook 591
ContinualAI / continual-learning-papers
Continual Learning papers list, curated by ContinualAI
continual-learning awesome-list lifelong-learning papers online-learning
Language:HTML 502
GT-RIPL / Continual-Learning-Benchmark
Evaluate three types of task shifting with popular continual learning algorithms.
continual-learning continuous-learning lifelong-learning incremental-learning deep-learning artificial-neural-networks
Language:Python 499
mmasana / FACIL
Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.
framework deep-learning machine-learning reproducible-research incremental-learning continual-learning lifelong-learning survey
Language:Python 495
Vision-Intelligence-and-Robots-Group / Best-Incremental-Learning
An Incremental Learning, Continual Learning, and Life-Long Learning Repository
incremental-learning continual-learning continuous-learning lifelong-learning catastrophic-forgetting
489
mammoth
aimagelab / mammoth
An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learning
pytorch continual-learning neurips2020 knowledge-distillation deep-learning der experience-replay dark-experience-replay
Language:Python 458
yaoyao-liu / class-incremental-learning
PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)
continual-learning class-incremental-learning
Language:Python 453
Continvvm / continuum
A clean and simple data loading library for Continual Learning
continual-learning dataloader dataset incremental-learning lifelong-learning online-learning pytorch
Language:Python 397
google-research / l2p
Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ ECCV22
deep-learning continual-learning jax
Language:Python 371
arthurdouillard / incremental_learning.pytorch
A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).
incremental-learning lifelong-learning continual-learning deep-learning pytorch research
Language:Python 367
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).
continual-learning computer-vision deep-learning convolutional-neural-networks lifelong-learning incremental-learning catastrophic-forgetting online-continual-learning incremental-continual-learning class-incremental-learning
Language:Python 354
ContinualAI / colab
Continual Learning tutorials and demo running on Google Colaboratory.
colaboratory notebook-jupyter continual-learning machine-learning artificial-intelligence demo tutorials
Language:Jupyter Notebook 332
ZixuanKe / PyContinual
PyContinual (An Easy and Extendible Framework for Continual Learning)
attention-mechanism capsule-network catastrophic-forgetting continual-learning knowledge-transfer natural-language-processing text-classification transfer-learning transformer-architecture
Language:Python 273
awslabs / Renate
Library for automatic retraining and continual learning
aws continual-learning machine-learning machine-learning-algorithms neural neural-network pytorch pytorch-lightning sagemaker hyperparameter-tuning hyperparameters-optimization
Language:Python 264
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.
continual-learning lifelong-learning assessment experiments literature reproduction synaptic-intelligence elastic-weight-consolidation ewc gem agem lwf icarl gdumb baselines
Language:Python 233
GMvandeVen / brain-inspired-replay
A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR-100; PyTorch code).
continual-learning lifelong-learning incremental-learning generative-replay brain-inspired deep-learning artificial-neural-networks split-mnist permuted-mnist split-cifar100 internal-replay replay-through-feedback replay synaptic-intelligence elastic-weight-consolidation variational-autoencoder distillation
Language:Python 216
sun-hailong / LAMDA-PILOT
🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox
machine-learning continual-learning deep-learning incremental-learning pre-trained-models vision-language-model vision-transformer reproducible-research lifelong-learning pytorch toolkit
Language:Python 211
UIC-Liu-Lab / ContinualLM
An Extensible Continual Learning Framework Focused on Language Models (LMs)
catastrophic-forgetting continual-learning knowledge-transfer language-model domain-adaptive-pretraining transfer-learning transformer-architecture natural-language-processing language-modeling
Language:Python 203
fajieyuan / SIGIR2020_peterrec
Universal User Representation Pre-training for Cross-domain Recommendation and User Profiling
transfer-learning recommender-system cold-start user profiling recommendation transfer representation-learning lifelong-learning continual-learning collaborative-filtering self-supervised-learning pretraining cross-domain bert bert-model transformer universal universal-representation lifelong-machine-learning
Language:Python 194
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.
continual-learning tpami defy-forgetting classification-tasks deep-learning neural-networks framework hyperparameter-tuning inaturalist tinyimagenet icarl synaptic-intelligence gradient-episodic-memory packnet hat memory-aware-synapses elastic-weight-consolidation incremental-learning incremental-moment-matching
Language:Python 187
zhoudw-zdw / CIL_Survey
The code repository for "Deep Class-Incremental Learning: A Survey" in PyTorch.
catastrophic-forgetting class-incremental-learning continual-learning lifelong-learning
Language:Python 172
MetaSLAM / GPR_Competition
Dataset for MetaSLAM Challenge
dataset localization robotics slam continual-learning
Language:Jupyter Notebook 161
JH-LEE-KR / l2p-pytorch
PyTorch Implementation of Learning to Prompt (L2P) for Continual Learning @ CVPR22
continual-learning deep-learning incremental-learning pytorch-implemention
Language:Python 155
jaehong31 / DEN
Lifelong Learning with Dynamically Expandable Networks, ICLR 2018
continual-learning
Language:Python 151
EnnengYang / Awesome-Forgetting-in-Deep-Learning
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. arXiv:2307.09218.
catastrophic-forgetting continual-learning domain-adaptation federated-learning forgetting generative-model machine-learning machine-unlearning meta-learning model-inversion-attacks reinforcement-learning self-supervised-learning data-free-knolwedge-distillation membership-inference-attacks overfitting model-attacks property-inference-attacks beneficial-forgetting coreset-selection deep-learning
139
arthurdouillard / CVPR2021_PLOP
Official code of CVPR 2021's PLOP: Learning without Forgetting for Continual Semantic Segmentation
continual-learning semantic-segmentation cvpr2021 deep-learning computer-vision
Language:Python 138
arthurdouillard / dytox
Dynamic Token Expansion with Continual Transformers, accepted at CVPR 2022
continual-learning computer-vision transformer dynamic-network imagenet cifar100
Language:Python 134
robot-learning-freiburg / CL-SLAM
Continual SLAM: Beyond Lifelong Simultaneous Localization and Mapping through Continual Learning. http://continual-slam.cs.uni-freiburg.de
slam continual-learning visual-slam
Language:Python 118
ivclab / CPG
Steven C. Y. Hung, Cheng-Hao Tu, Cheng-En Wu, Chien-Hung Chen, Yi-Ming Chan, and Chu-Song Chen, "Compacting, Picking and Growing for Unforgetting Continual Learning," Thirty-third Conference on Neural Information Processing Systems, NeurIPS 2019
deep-neural-networks continual-learning pytorch lifelong-learning classification-model multi-task-learning cpg face-recognition emotion-recognition age-gender-cnn
Language:Python 116

continual-learning

chaoyanghe / Awesome-Federated-Learning

ContinualAI / avalanche

GMvandeVen / continual-learning

JosephKJ / OWOD

wangkai930418 / awesome-diffusion-categorized

NeuromatchAcademy / course-content-dl

G-U-N / PyCIL

tamlhp / awesome-machine-unlearning

ContinualAI / continual-learning-papers

GT-RIPL / Continual-Learning-Benchmark

mmasana / FACIL

Vision-Intelligence-and-Robots-Group / Best-Incremental-Learning

aimagelab / mammoth

yaoyao-liu / class-incremental-learning

Continvvm / continuum

google-research / l2p

arthurdouillard / incremental_learning.pytorch

RaptorMai / online-continual-learning

ContinualAI / colab

ZixuanKe / PyContinual

awslabs / Renate

ContinualAI / continual-learning-baselines

GMvandeVen / brain-inspired-replay

sun-hailong / LAMDA-PILOT

UIC-Liu-Lab / ContinualLM

fajieyuan / SIGIR2020_peterrec

Mattdl / CLsurvey

zhoudw-zdw / CIL_Survey

MetaSLAM / GPR_Competition

JH-LEE-KR / l2p-pytorch

jaehong31 / DEN

EnnengYang / Awesome-Forgetting-in-Deep-Learning

arthurdouillard / CVPR2021_PLOP

arthurdouillard / dytox

robot-learning-freiburg / CL-SLAM

ivclab / CPG