96 results found Sort:

chaoyanghe
Awesome-Federated-Learning chaoyanghe
324
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 about a year ago
ContinualAI
avalanche ContinualAI
281
1.7k
mit
27
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
3,909 commits to master branch, last one 20 hours ago
GMvandeVen
continual-learning GMvandeVen
305
1.5k
mit
29
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 2 months ago
JosephKJ
OWOD JosephKJ
154
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 about a year ago
wangkai930418
awesome-diffusion-categorized wangkai930418
36
856
unknown
49
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
206 commits to master branch, last one 16 hours ago
NeuromatchAcademy
course-content-dl NeuromatchAcademy
253
716
cc-by-4.0
29
NMA deep learning course
transformers deep-learning continual-learning recurrent-neural-networks convolutional-neural-networks reinforcement-learning-algorithms
Created 2021-04-12
1,236 commits to main branch, last one about a month ago
G-U-N
PyCIL G-U-N
128
715
other
8
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
118 commits to master branch, last one about a month ago
tamlhp
awesome-machine-unlearning tamlhp
49
617
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
165 commits to main branch, last one a day ago
ContinualAI
continual-learning-papers ContinualAI
48
516
mit
18
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 7 months ago
Vision-Intelligence-and-Robots-Group
Best-Incremental-Learning Vision-Intelligence-and-Robots-Group
49
508
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 20 days ago
mmasana
FACIL mmasana
97
502
mit
9
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
90
499
mit
16
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 3 years ago
aimagelab
mammoth aimagelab
83
478
mit
9
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
218 commits to master branch, last one 7 days ago
yaoyao-liu
class-incremental-learning yaoyao-liu
70
458
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
Continvvm
continuum Continvvm
44
403
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
arthurdouillard
incremental_learning.pytorch arthurdouillard
58
377
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 2 years ago
google-research
l2p google-research
41
373
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 about a year ago
RaptorMai
online-continual-learning RaptorMai
57
362
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 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 2 years ago
ContinualAI
colab ContinualAI
100
334
mit
26
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 about a year ago
ZixuanKe
PyContinual ZixuanKe
61
282
unknown
7
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 4 months ago
awslabs
Renate awslabs
7
270
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
260 commits to main branch, last one 4 months ago
ContinualAI
continual-learning-baselines ContinualAI
34
241
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 3 months ago
sun-hailong
LAMDA-PILOT sun-hailong
22
233
mit
3
🎉 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
35 commits to main branch, last one 5 days ago
UIC-Liu-Lab
ContinualLM UIC-Liu-Lab
16
220
unknown
10
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 4 months ago
GMvandeVen
brain-inspired-replay GMvandeVen
63
218
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 2 years ago
fajieyuan
SIGIR2020_peterrec fajieyuan
36
196
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 2 months ago
Mattdl
CLsurvey Mattdl
24
191
other
9
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 classifi...
hat icarl tpami packnet framework inaturalist tinyimagenet deep-learning defy-forgetting neural-networks continual-learning classification-tasks incremental-learning hyperparameter-tuning memory-aware-synapses synaptic-intelligence gradient-episodic-memory incremental-moment-matching elastic-weight-consolidation
Created 2020-04-06
6 commits to master branch, last one 2 years ago
zhoudw-zdw
CIL_Survey zhoudw-zdw
25
177
unknown
7
The code repository for "Deep Class-Incremental Learning: A Survey" in PyTorch.
lifelong-learning continual-learning catastrophic-forgetting class-incremental-learning
Created 2023-02-07
12 commits to main branch, last one about a year ago
EnnengYang
Awesome-Forgetting-in-Deep-Learning EnnengYang
7
168
unknown
5
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. arXiv:2307.09218.
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
78 commits to main branch, last one 22 hours ago
MetaSLAM
GPR_Competition MetaSLAM
18
163
bsd-3-clause
6
Dataset for MetaSLAM Challenge
slam dataset robotics localization continual-learning
Created 2022-02-09
61 commits to main branch, last one about a year ago