122 results found Sort:

chaoyanghe
Awesome-Federated-Learning chaoyanghe
329
1.9k
unknown
90
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
ContinualAI
avalanche ContinualAI
306
1.9k
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
3,948 commits to master branch, last one about a month ago
GMvandeVen
continual-learning GMvandeVen
322
1.7k
mit
27
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
49 commits to master branch, last one 25 days ago
wangkai930418
awesome-diffusion-categorized wangkai930418
74
1.6k
unknown
64
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
529 commits to master branch, last one 3 hours ago
JosephKJ
OWOD JosephKJ
155
1.0k
apache-2.0
22
(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 2 years ago
G-U-N
PyCIL G-U-N
142
910
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
142 commits to master branch, last one about a month ago
tamlhp
awesome-machine-unlearning tamlhp
62
814
mit
15
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
214 commits to main branch, last one about a month ago
NeuromatchAcademy
course-content-dl NeuromatchAcademy
276
771
cc-by-4.0
25
NMA deep learning course
transformers deep-learning continual-learning recurrent-neural-networks convolutional-neural-networks reinforcement-learning-algorithms
Created 2021-04-12
1,301 commits to main branch, last one about a month ago
aimagelab
mammoth aimagelab
117
656
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
413 commits to master branch, last one 17 days ago
ContinualAI
continual-learning-papers ContinualAI
54
622
mit
20
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
Vision-Intelligence-and-Robots-Group
Best-Incremental-Learning Vision-Intelligence-and-Robots-Group
51
576
unknown
19
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 11 months ago
mmasana
FACIL mmasana
101
545
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
GT-RIPL
Continual-Learning-Benchmark GT-RIPL
89
518
mit
14
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
yaoyao-liu
class-incremental-learning yaoyao-liu
68
465
mit
11
PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)
continual-learning class-incremental-learning
Created 2020-02-24
75 commits to main branch, last one a day ago
google-research
l2p google-research
46
438
apache-2.0
8
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 2 years ago
Continvvm
continuum Continvvm
41
428
mit
8
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
sun-hailong
LAMDA-PILOT sun-hailong
42
403
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
87 commits to main branch, last one 11 days ago
RaptorMai
online-continual-learning RaptorMai
57
400
unknown
6
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).
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
arthurdouillard
incremental_learning.pytorch arthurdouillard
59
399
mit
14
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
Wang-ML-Lab
llm-continual-learning-survey Wang-ML-Lab
18
385
unknown
11
Continual Learning of Large Language Models: A Comprehensive Survey
llm continual-learning large-language-model
Created 2024-04-11
45 commits to main branch, last one 3 days ago
EnnengYang
Awesome-Model-Merging-Methods-Theories-Applications EnnengYang
16
360
unknown
8
Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities. arXiv:2408.07666.
llms robustness model-fusion meta-learning model-merging attack-defense generalization diffusion-models generative-model knowledge-fusion ensemble-learning few-shot-learning foundation-models transfer-learning continual-learning federated-learning zero-shot-learning multi-task-learning large-language-models multi-domain-learning
Created 2024-06-19
213 commits to main branch, last one a day ago
ContinualAI
colab ContinualAI
105
351
mit
25
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
ZixuanKe
PyContinual ZixuanKe
64
313
unknown
8
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 about a year ago
EnnengYang
Awesome-Forgetting-in-Deep-Learning EnnengYang
13
293
unknown
8
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
157 commits to main branch, last one 14 days ago
ContinualAI
continual-learning-baselines ContinualAI
38
292
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 about a year ago
awslabs
Renate awslabs
6
291
apache-2.0
11
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 9 months ago
UIC-Liu-Lab
ContinualLM UIC-Liu-Lab
21
273
unknown
11
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 about a year ago
zhoudw-zdw
CIL_Survey zhoudw-zdw
26
243
unknown
6
Class-Incremental Learning: A Survey (TPAMI 2024)
lifelong-learning continual-learning catastrophic-forgetting class-incremental-learning
Created 2023-02-07
14 commits to main branch, last one 5 months ago
GMvandeVen
brain-inspired-replay GMvandeVen
65
234
mit
7
A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR-100; PyTorch code).
replay split-mnist distillation deep-learning brain-inspired permuted-mnist split-cifar100 internal-replay generative-replay lifelong-learning continual-learning incremental-learning synaptic-intelligence replay-through-feedback variational-autoencoder artificial-neural-networks elastic-weight-consolidation
Created 2020-08-04
10 commits to master branch, last one 3 years ago
fajieyuan
SIGIR2020_peterrec fajieyuan
37
203
unknown
5
Universal User Representation Pre-training for Cross-domain Recommendation and User Profiling
bert user transfer profiling universal bert-model cold-start pretraining transformer cross-domain recommendation lifelong-learning transfer-learning continual-learning recommender-system collaborative-filtering representation-learning self-supervised-learning universal-representation lifelong-machine-learning
Created 2020-05-09
125 commits to master branch, last one about a year ago