Search Results - RepositoryStats

304

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 15 days ago

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 9 days ago

PyCIL G-U-N

141

902

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 15 days ago

lifelong-learning daryllxd

114

851

unlicense

54

✅ ✅ ✅ A massive repo filled with notes on everything from coding to philosophy to psychology to marketing to product

vim ruby learn notes rails elixir journal phoenix coursera markdown note-taking learning-notes software-design lifelong-learning software-engineering

Created 2013-10-19

1,686 commits to master branch, last one about a month ago

continual-learning-papers ContinualAI

54

612

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

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

51

573

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 10 months ago

FACIL mmasana

100

543

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

90

519

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

LIBERO Lifelong-Robot-Learning

72

433

mit

6

Benchmarking Knowledge Transfer in Lifelong Robot Learning

benchmark manipulation robot-learning lifelong-learning imitation-learning multitask-learning

Created 2023-04-08

41 commits to master branch, last one 11 days ago

continuum Continvvm

41

427

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

vosk alphacep

53

408

apache-2.0

29

VOSK Speech Recognition Toolkit

python multilingual speech-to-text lifelong-learning voice-recognition speech-recognition semi-supervised-learning

Created 2019-03-20

19 commits to master branch, last one 2 years ago

online-continual-learning RaptorMai

57

399

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 3 years ago

incremental_learning.pytorch arthurdouillard

59

398

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

LAMDA-PILOT sun-hailong

40

382

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

86 commits to main branch, last one 15 days ago

continual-learning-baselines ContinualAI

38

287

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

CIL_Survey zhoudw-zdw

25

242

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 4 months ago

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

life-disciplines-projects uwidev

19

208

unknown

6

Life-Disciplines-Projects (LDP) is a life-management framework built within Obsidian. Feel free to transform it for your own personal needs.

life obsidian workflow framework lifestyle workflows frameworks obsidianmd obsidian-md obsidian-vault lifelong-learning obsidian-dataview obsidian-community

Created 2021-10-07

52 commits to main branch, last one 2 years ago

SIGIR2020_peterrec fajieyuan

37

202

unknown

5

Universal User Representation Pre-training for Cross-domain Recommendation and User Profiling

Created 2020-05-09

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

awesome-lifelong-llm-agent qianlima-lab

11

150

unknown

7

This repository collects awesome survey, resource, and paper for lifelong learning LLM agents

llm agent survey llm-based-agent lifelong-learning continual-learning incremental-learning

Created 2024-11-05

15 commits to main branch, last one about a month ago

HebbianMetaLearning enajx

24

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unknown

1

Meta-Learning through Hebbian Plasticity in Random Networks: https://arxiv.org/abs/2007.02686

hebbian neurips-2020 meta-learning hebbian-learning lifelong-learning hebbian-plasticity reinforcement-learning

Created 2020-06-13

19 commits to master branch, last one 3 years ago

RevisitingCIL zhoudw-zdw

22

135

unknown

3

Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need (IJCV 2024)

lifelong-learning continual-learning incremental-learning catastrophic-forgetting class-incremental-learning

Created 2023-03-13

11 commits to main branch, last one 7 months ago

CVPR22-Fact zhoudw-zdw

23

127

unknown

1

Forward Compatible Few-Shot Class-Incremental Learning (CVPR'22)

lifelong-learning continual-learning catastrophic-forgetting class-incremental-learning few-shot-class-incremental-learning

Created 2022-03-14

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

CPG ivclab

22

121

bsd-3-clause

8

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...

cpg pytorch age-gender-cnn face-recognition lifelong-learning continual-learning emotion-recognition multi-task-learning classification-model deep-neural-networks

Created 2019-09-10

127 commits to cpg_face branch, last one 4 years ago

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

6

112

unknown

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[ACM Computing Surveys 2025] This repository collects awesome survey, resource, and paper for Lifelong Learning with Large Language Models. (Updated Regularly)

lifelong-learning continual-learning incremental-learning large-language-models pretrained-language-model

Created 2023-09-25

31 commits to main branch, last one about a month ago