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Avalanche: an End-to-End Library for Continual Learning based on PyTorch.
Created
2020-03-05
3,929 commits to master branch, last one 3 months ago
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
43 commits to master branch, last one 10 hours ago
PyCIL: A Python Toolbox for Class-Incremental Learning
Created
2021-12-23
139 commits to master branch, last one 11 days ago
✅ ✅ ✅ A massive repo filled with notes on everything from coding to philosophy to psychology to marketing to product
Created
2013-10-19
1,686 commits to master branch, last one 9 days ago
Continual Learning papers list, curated by ContinualAI
Created
2021-06-04
76 commits to main branch, last one about a year ago
An Incremental Learning, Continual Learning, and Life-Long Learning Repository
Created
2022-03-30
209 commits to main branch, last one 9 months ago
Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.
Created
2020-09-22
11 commits to master branch, last one about a year ago
Evaluate three types of task shifting with popular continual learning algorithms.
Created
2018-11-30
17 commits to master branch, last one 4 years ago
A clean and simple data loading library for Continual Learning
Created
2020-04-11
1,142 commits to master branch, last one about a year ago
VOSK Speech Recognition Toolkit
Created
2019-03-20
19 commits to master branch, last one 2 years ago
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...
Created
2021-01-29
27 commits to main branch, last one 3 years ago
A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).
Created
2019-04-02
168 commits to master branch, last one 3 years ago
🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox
Created
2023-08-30
79 commits to main branch, last one 11 days ago
Benchmarking Knowledge Transfer in Lifelong Robot Learning
Created
2023-04-08
40 commits to master branch, last one about a month ago
Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.
Created
2021-04-20
192 commits to main branch, last one about a year ago
Class-Incremental Learning: A Survey (TPAMI 2024)
Created
2023-02-07
14 commits to main branch, last one 3 months ago
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 (LDP) is a life-management framework built within Obsidian. Feel free to transform it for your own personal needs.
Created
2021-10-07
52 commits to main branch, last one 2 years ago
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 11 months ago
This repository collects awesome survey, resource, and paper for lifelong learning LLM agents
Created
2024-11-05
15 commits to main branch, last one 18 days ago
Meta-Learning through Hebbian Plasticity in Random Networks: https://arxiv.org/abs/2007.02686
Created
2020-06-13
19 commits to master branch, last one 3 years ago
Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need (IJCV 2024)
Created
2023-03-13
11 commits to main branch, last one 5 months ago
Forward Compatible Few-Shot Class-Incremental Learning (CVPR'22)
Created
2022-03-14
6 commits to main branch, last one about a year ago
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...
Created
2019-09-10
127 commits to cpg_face branch, last one 4 years ago
PyTorch implementation of our CVPR2021 (oral) paper "Prototype Augmentation and Self-Supervision for Incremental Learning"
Created
2021-03-27
26 commits to main branch, last one about a year ago
This repository is a getting started kit for a lifelong learning system with Obsidian and Anki.
Created
2022-01-26
3 commits to main branch, last one about a month ago
[ACM Computing Surveys 2025] This repository collects awesome survey, resource, and paper for Lifelong Learning with Large Language Models. (Updated Regularly)
Created
2023-09-25
31 commits to main branch, last one 15 days ago
Lifelong Loop Closure Detection (ICRA 2022)
Created
2020-10-11
215 commits to main branch, last one 2 years ago
Lifelong Graph Learning (CVPR 2022 Oral)
Created
2020-05-10
192 commits to master branch, last one 2 years ago
Towards increasing stability of neural networks for continual learning: https://arxiv.org/abs/2006.06958.pdf (NeurIPS'20)
This repository has been archived
(exclude archived)
Created
2020-04-20
31 commits to master branch, last one 4 years ago