lifelong-learning

There are 19 repositories under lifelong-learning topic.

avalanche
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
Language:Python 1957
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 1757
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 910
daryllxd / lifelong-learning
✅ ✅ ✅ A massive repo filled with notes on everything from coding to philosophy to psychology to marketing to product
rails phoenix ruby elixir learn learning-notes notes note-taking vim coursera software-engineering software-design lifelong-learning journal markdown
Language:Elixir 888
Lifelong-Robot-Learning / LIBERO
Benchmarking Knowledge Transfer in Lifelong Robot Learning
benchmark imitation-learning lifelong-learning manipulation multitask-learning robot-learning
Language:Jupyter Notebook 872
ContinualAI / continual-learning-papers
Continual Learning papers list, curated by ContinualAI
awesome-list continual-learning lifelong-learning online-learning papers
Language:HTML 622
Vision-Intelligence-and-Robots-Group / Best-Incremental-Learning
An Incremental Learning, Continual Learning, and Life-Long Learning Repository
catastrophic-forgetting continual-learning continuous-learning incremental-learning lifelong-learning
576
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
Language:Python 545
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
Language:Python 518
alphacep / vosk
VOSK Speech Recognition Toolkit
speech-recognition voice-recognition speech-to-text python lifelong-learning semi-supervised-learning multilingual
Language:C 474
Continvvm / continuum
A clean and simple data loading library for Continual Learning
continual-learning lifelong-learning incremental-learning online-learning pytorch dataloader dataset
Language:Python 428
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 401
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 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 400
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 399
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 306
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 244
zhoudw-zdw / CIL_Survey
Class-Incremental Learning: A Survey (TPAMI 2024)
catastrophic-forgetting class-incremental-learning continual-learning lifelong-learning
Language:Python 243
uwidev / life-disciplines-projects
Life-Disciplines-Projects (LDP) is a life-management framework built within Obsidian. Feel free to transform it for your own personal needs.
obsidian-vault obsidian-md obsidian obsidianmd obsidian-community obsidian-dataview workflow workflows framework frameworks life lifestyle lifelong-learning
Language:JavaScript 210
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 206
qianlima-lab / awesome-lifelong-llm-agent
This repository collects awesome survey, resource, and paper for lifelong learning LLM agents
agent continual-learning incremental-learning lifelong-learning llm llm-based-agent survey
Language:Python 159
HebbianMetaLearning
enajx / HebbianMetaLearning
Meta-Learning through Hebbian Plasticity in Random Networks: https://arxiv.org/abs/2007.02686
hebbian-plasticity meta-learning reinforcement-learning hebbian hebbian-learning neurips-2020 lifelong-learning
Language:Python 137
zhoudw-zdw / RevisitingCIL
Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need (IJCV 2024)
catastrophic-forgetting class-incremental-learning continual-learning incremental-learning lifelong-learning
Language:Python 136
zhoudw-zdw / CVPR22-Fact
Forward Compatible Few-Shot Class-Incremental Learning (CVPR'22)
catastrophic-forgetting class-incremental-learning continual-learning few-shot-class-incremental-learning lifelong-learning
Language:Python 127
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 122
zzz47zzz / awesome-lifelong-learning-methods-for-llm
[ACM Computing Surveys 2025] This repository collects awesome survey, resource, and paper for Lifelong Learning with Large Language Models. (Updated Regularly)
incremental-learning pretrained-language-model continual-learning large-language-models lifelong-learning
117
jrgilbertson / curate-connect-cultivate-knowledge-system
This repository is a getting started kit for a lifelong learning system with Obsidian and Anki.
write lifelong-learning spaced-repetition memory obsidian obsidian-vault anki zettelkasten knowledge-graph note-taking productivity mindfulness
111
Impression2805 / CVPR21_PASS
PyTorch implementation of our CVPR2021 (oral) paper "Prototype Augmentation and Self-Supervision for Incremental Learning"
continual-learning incremental-learning lifelong-learning self-supervised-learning
Language:Python 109
sair-lab / AirLoop
Lifelong Loop Closure Detection (ICRA 2022)
lifelong-learning loop-closure-detection
Language:Python 97
sair-lab / LGL
Lifelong Graph Learning (CVPR 2022 Oral)
lifelong-learning graph-learning pytorch
Language:Python 77
ContinualAI / avalanche-rl
Avalanche fork adding RL support
continual-learning lifelong-learning reinforcement-learning reinforcement-learning-algorithms framework library
Language:Python 76
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
Language:Python 75
sun-hailong / CVPR24-Ease
The code repository for "Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning"(CVPR24) in PyTorch.
continual-learning deep-learning incremental-learning lifelong-learning machine-learning pre-trained-models pytorch vision-transformer
Language:Python 70
MetaSLAM / Ghostar
An integration of MetaSLAM series works
multi-ag slam lifelong-learning mapping
Language:Shell 64
Pervasive-AI-Lab / cvpr_clvision_challenge
CVPR 2020 Continual Learning Challenge - Submit your CL algorithm today!
continual-learning challenge cvpr2020 machine-learning computer-vision lifelong-learning core50 incremental-learning deep-learning
Language:Python 59
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 lifelong-learning incremental-learning
Language:Python 59
h3lio5 / episodic-lifelong-learning
Implementation of "Episodic Memory in Lifelong Language Learning"(NeurIPS 2019) in Pytorch
deep-learning natural-language-processing lifelong-learning continual-learning catastrophic-forgetting pytorch nips-paper nips-2019 experience-replay
Language:Python 57

lifelong-learning

ContinualAI / avalanche

GMvandeVen / continual-learning

G-U-N / PyCIL

daryllxd / lifelong-learning

Lifelong-Robot-Learning / LIBERO

ContinualAI / continual-learning-papers

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

mmasana / FACIL

GT-RIPL / Continual-Learning-Benchmark

alphacep / vosk

Continvvm / continuum

sun-hailong / LAMDA-PILOT

RaptorMai / online-continual-learning

arthurdouillard / incremental_learning.pytorch

ContinualAI / continual-learning-baselines

GMvandeVen / brain-inspired-replay

zhoudw-zdw / CIL_Survey

uwidev / life-disciplines-projects

fajieyuan / SIGIR2020_peterrec

qianlima-lab / awesome-lifelong-llm-agent

enajx / HebbianMetaLearning

zhoudw-zdw / RevisitingCIL

zhoudw-zdw / CVPR22-Fact

ivclab / CPG

zzz47zzz / awesome-lifelong-learning-methods-for-llm

jrgilbertson / curate-connect-cultivate-knowledge-system

Impression2805 / CVPR21_PASS

sair-lab / AirLoop

sair-lab / LGL

ContinualAI / avalanche-rl

imirzadeh / stable-continual-learning

sun-hailong / CVPR24-Ease

MetaSLAM / Ghostar

Pervasive-AI-Lab / cvpr_clvision_challenge

ShipengWang / Adam-NSCL

h3lio5 / episodic-lifelong-learning