ContinualAI / avalanche Star 1.7k Code Issues Pull requests Discussions Avalanche: an End-to-End Library for Continual Learning based on PyTorch. training library framework deep-learning metrics evaluation pytorch benchmarks strategies lifelong-learning continual-learning continualai Updated Jun 21, 2024 Python
GMvandeVen / continual-learning Star 1.5k Code Issues Pull requests 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 replay incremental-learning variational-autoencoder generative-models lifelong-learning distillation continual-learning elastic-weight-consolidation replay-through-feedback icarl gradient-episodic-memory class-incremental-learning task-incremental-learning domain-incremental-learning Updated Mar 21, 2024 Jupyter Notebook
daryllxd / lifelong-learning Star 784 Code Issues Pull requests ? ? ? A massive repo filled with notes on everything from coding to philosophy to psychology to marketing to product ruby rails vim markdown elixir phoenix journal notes coursera learn software-engineering note-taking learning-notes software-design lifelong-learning Updated Jun 15, 2024 Elixir
G-U-N / PyCIL Star 728 Code Issues Pull requests PyCIL: A Python Toolbox for Class-Incremental Learning machine-learning deep-learning reproducible-research pytorch incremental-learning lifelong-learning continual-learning Updated May 28, 2024 Python
ContinualAI / continual-learning-papers Star 521 Code Issues Pull requests Continual Learning papers list, curated by ContinualAI awesome-list papers online-learning lifelong-learning continual-learning Updated Apr 22, 2024 HTML
Vision-Intelligence-and-Robots-Group / Best-Incremental-Learning Star 513 Code Issues Pull requests An Incremental Learning, Continual Learning, and Life-Long Learning Repository incremental-learning continuous-learning lifelong-learning continual-learning catastrophic-forgetting Updated May 11, 2024
mmasana / FACIL Star 505 Code Issues Pull requests Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines. machine-learning framework deep-learning reproducible-research survey incremental-learning lifelong-learning continual-learning Updated May 26, 2023 Python
GT-RIPL / Continual-Learning-Benchmark Star 499 Code Issues Pull requests Evaluate three types of task shifting with popular continual learning algorithms. deep-learning artificial-neural-networks incremental-learning continuous-learning lifelong-learning continual-learning Updated Apr 26, 2021 Python
Continvvm / continuum Star 403 Code Issues Pull requests A clean and simple data loading library for Continual Learning pytorch dataset dataloader online-learning incremental-learning lifelong-learning continual-learning Updated Jun 25, 2023 Python
arthurdouillard / incremental_learning.pytorch Star 376 Code Issues Pull requests A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21). research deep-learning pytorch incremental-learning lifelong-learning continual-learning Updated Oct 3, 2023 Python
RaptorMai / online-continual-learning Star 365 Code Issues Pull requests 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). computer-vision deep-learning convolutional-neural-networks incremental-learning lifelong-learning continual-learning catastrophic-forgetting online-continual-learning class-incremental-learning incremental-continual-learning Updated May 30, 2023 Python
alphacep / vosk Star 365 Code Issues Pull requests VOSK Speech Recognition Toolkit multilingual python voice-recognition speech-recognition semi-supervised-learning speech-to-text lifelong-learning Updated Jul 13, 2022 C
ContinualAI / continual-learning-baselines Star 245 Code Issues Pull requests Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies. gem assessment literature experiments reproduction ewc lifelong-learning baselines continual-learning elastic-weight-consolidation lwf icarl synaptic-intelligence agem gdumb Updated Feb 20, 2024 Python
sun-hailong / LAMDA-PILOT Star 243 Code Issues Pull requests ?? PILOT: A Pre-trained Model-Based Continual Learning Toolbox machine-learning deep-learning toolkit reproducible-research pytorch incremental-learning lifelong-learning continual-learning pre-trained-models vision-transformer vision-language-model Updated May 26, 2024 Python
GMvandeVen / brain-inspired-replay Star 218 Code Issues Pull requests A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR-100; PyTorch code). deep-learning artificial-neural-networks replay incremental-learning variational-autoencoder lifelong-learning distillation brain-inspired continual-learning elastic-weight-consolidation replay-through-feedback split-mnist generative-replay permuted-mnist split-cifar100 internal-replay synaptic-intelligence Updated Jul 6, 2023 Python
fajieyuan / SIGIR2020_peterrec Star 196 Code Issues Pull requests Universal User Representation Pre-training for Cross-domain Recommendation and User Profiling transfer universal collaborative-filtering transformer recommender-system cold-start user recommendation transfer-learning profiling representation-learning cross-domain bert lifelong-learning continual-learning self-supervised-learning bert-model lifelong-machine-learning pretraining universal-representation Updated Mar 15, 2024 Python
uwidev / life-disciplines-projects Star 193 Code Issues Pull requests Life-Disciplines-Projects (LDP) is a life-management framework built within Obsidian. Feel free to transform it for your own personal needs. workflow framework life lifestyle obsidian workflows frameworks lifelong-learning obsidian-md obsidian-vault obsidianmd obsidian-community obsidian-dataview Updated Jul 9, 2022 JavaScript
zhoudw-zdw / CIL_Survey Star 177 Code Issues Pull requests The code repository for "Deep Class-Incremental Learning: A Survey" in PyTorch. lifelong-learning continual-learning catastrophic-forgetting class-incremental-learning Updated May 18, 2023 Python
Lifelong-Robot-Learning / LIBERO Star 156 Code Issues Pull requests Benchmarking Knowledge Transfer in Lifelong Robot Learning benchmark manipulation imitation-learning robot-learning lifelong-learning multitask-learning Updated Feb 20, 2024 Jupyter Notebook
enajx / HebbianMetaLearning Star 123 Code Issues Pull requests Meta-Learning through Hebbian Plasticity in Random Networks: https://arxiv.org/abs/2007.02686 reinforcement-learning hebbian-learning meta-learning lifelong-learning hebbian neurips-2020 hebbian-plasticity Updated Jul 28, 2021 Python