Search Results - RepositoryStats

333

1.9k

unknown

91

FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai

non-iid privacy computer-vision interpretability machine-learning straggler-problem transfer-learning continual-learning federated-learning incentive-mechanism computation-efficiency wireless-communication communication-efficiency distributed-optimization semi-supervised-learning neural-architecture-search vertical-federated-learning adversarial-attack-and-defense hierarchical-federated-learning decentralized-federated-learning

Created 2020-07-03

124 commits to master branch, last one 2 years ago

avalanche ContinualAI

292

1.8k

mit

30

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

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

Created 2020-03-05

3,929 commits to master branch, last one about a month ago

continual-learning GMvandeVen

313

1.6k

mit

28

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.

icarl replay distillation deep-learning generative-models lifelong-learning continual-learning incremental-learning replay-through-feedback variational-autoencoder gradient-episodic-memory task-incremental-learning artificial-neural-networks class-incremental-learning domain-incremental-learning elastic-weight-consolidation

Created 2018-09-26

41 commits to master branch, last one 8 months ago

awesome-diffusion-categorized wangkai930418

65

1.3k

unknown

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collection of diffusion model papers categorized by their subareas

few-shot tracking detection diffusion inversion controlnet image-edit inpainting text-guided segmentation diffusion-model diffusion-models stable-diffusion continual-learning

Created 2023-05-19

397 commits to master branch, last one 5 hours ago

OWOD JosephKJ

155

1.0k

apache-2.0

23

(CVPR 2021 Oral) Open World Object Detection

cvpr cvpr2021 detectron2 open-world object-detection continual-learning energy-based-model contrastive-learning incremental-learning

Created 2020-09-29

77 commits to master branch, last one about a year ago

PyCIL G-U-N

139

832

other

9

PyCIL: A Python Toolbox for Class-Incremental Learning

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

Created 2021-12-23

137 commits to master branch, last one 26 days ago

course-content-dl NeuromatchAcademy

270

754

cc-by-4.0

27

NMA deep learning course

transformers deep-learning continual-learning recurrent-neural-networks convolutional-neural-networks reinforcement-learning-algorithms

Created 2021-04-12

1,295 commits to main branch, last one 18 days ago

awesome-machine-unlearning tamlhp

53

744

mit

14

Awesome Machine Unlearning (A Survey of Machine Unlearning)

gdpr forgetting unlearning data-privacy data-removal data-deletion llm-unlearning deep-unlearning feature-injection continual-learning machine-unlearning few-shot-unlearning model-certification federated-unlearning membership-inference right-to-be-forgotten unlearning-verification recommendation-unlearning

Created 2022-07-07

209 commits to main branch, last one 2 months ago

continual-learning-papers ContinualAI

54

583

mit

21

Continual Learning papers list, curated by ContinualAI

papers awesome-list online-learning lifelong-learning continual-learning

Created 2021-06-04

76 commits to main branch, last one about a year ago

mammoth aimagelab

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581

mit

13

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

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

Created 2020-10-05

359 commits to master branch, last one 2 months ago

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

50

559

unknown

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An Incremental Learning, Continual Learning, and Life-Long Learning Repository

lifelong-learning continual-learning continuous-learning incremental-learning catastrophic-forgetting

Created 2022-03-30

209 commits to main branch, last one 6 months ago

FACIL mmasana

100

529

mit

10

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

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

Created 2020-09-22

11 commits to master branch, last one about a year ago

Continual-Learning-Benchmark GT-RIPL

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510

mit

15

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

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

Created 2018-11-30

17 commits to master branch, last one 4 years ago

class-incremental-learning yaoyao-liu

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461

mit

13

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

continual-learning class-incremental-learning

Created 2020-02-24

74 commits to main branch, last one about a year ago

continuum Continvvm

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418

mit

10

A clean and simple data loading library for Continual Learning

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

Created 2020-04-11

1,142 commits to master branch, last one about a year ago

l2p google-research

42

414

apache-2.0

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

jax deep-learning continual-learning

Created 2021-12-03

23 commits to main branch, last one about a year ago

incremental_learning.pytorch arthurdouillard

59

390

mit

15

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

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

Created 2019-04-02

168 commits to master branch, last one 3 years ago

online-continual-learning RaptorMai

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unknown

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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 (Neurocomp...

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

Created 2021-01-29

27 commits to main branch, last one 3 years ago

colab ContinualAI

102

346

mit

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Continual Learning tutorials and demo running on Google Colaboratory.

demo tutorials colaboratory machine-learning notebook-jupyter continual-learning artificial-intelligence

Created 2018-09-26

110 commits to master branch, last one 2 years ago

LAMDA-PILOT sun-hailong

30

317

mit

6

🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox

pytorch toolkit deep-learning machine-learning lifelong-learning continual-learning pre-trained-models vision-transformer incremental-learning reproducible-research vision-language-model

Created 2023-08-30

69 commits to main branch, last one 26 days ago

PyContinual ZixuanKe

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300

unknown

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PyContinual (An Easy and Extendible Framework for Continual Learning)

capsule-network transfer-learning continual-learning knowledge-transfer attention-mechanism text-classification catastrophic-forgetting transformer-architecture natural-language-processing

Created 2021-06-04

27 commits to main branch, last one 10 months ago

Renate awslabs

6

280

apache-2.0

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Library for automatic retraining and continual learning

aws neural pytorch sagemaker neural-network machine-learning pytorch-lightning continual-learning hyperparameter-tuning machine-learning-algorithms hyperparameters-optimization

Created 2022-10-26

261 commits to main branch, last one 5 months ago

llm-continual-learning-survey Wang-ML-Lab

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268

unknown

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Continual Learning of Large Language Models: A Comprehensive Survey

llm continual-learning large-language-model

Created 2024-04-11

40 commits to main branch, last one 7 days ago

continual-learning-baselines ContinualAI

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263

mit

8

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

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

Created 2021-04-20

192 commits to main branch, last one 9 months ago

ContinualLM UIC-Liu-Lab

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unknown

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An Extensible Continual Learning Framework Focused on Language Models (LMs)

language-model language-modeling transfer-learning continual-learning knowledge-transfer catastrophic-forgetting transformer-architecture domain-adaptive-pretraining natural-language-processing

Created 2023-02-12

10 commits to main branch, last one 10 months ago

Awesome-Forgetting-in-Deep-Learning EnnengYang

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unknown

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A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. TPAMI, 2024.

forgetting overfitting deep-learning meta-learning model-attacks generative-model machine-learning coreset-selection domain-adaptation continual-learning federated-learning machine-unlearning beneficial-forgetting reinforcement-learning catastrophic-forgetting model-inversion-attacks self-supervised-learning property-inference-attacks membership-inference-attacks data-free-knolwedge-distillation

Created 2023-07-03

131 commits to main branch, last one 4 days ago

Awesome-Model-Merging-Methods-Theories-Applications EnnengYang

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unknown

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Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities. arXiv:2408.07666.

Created 2024-06-19

119 commits to main branch, last one 9 hours ago

brain-inspired-replay GMvandeVen

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mit

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A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR-100; PyTorch code).