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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 23 days 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
41 commits to master branch, last one 8 months ago
PyCIL: A Python Toolbox for Class-Incremental Learning
Created
2021-12-23
137 commits to master branch, last one 14 days ago
✅ ✅ ✅ A massive repo filled with notes on everything from coding to philosophy to psychology to marketing to product
Created
2013-10-19
1,683 commits to master branch, last one 4 months 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 6 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
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
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
🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox
Created
2023-08-30
69 commits to main branch, last one 14 days 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 9 months ago
Benchmarking Knowledge Transfer in Lifelong Robot Learning
Created
2023-04-08
38 commits to master branch, last one 11 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
Class-Incremental Learning: A Survey (TPAMI 2024)
Created
2023-02-07
14 commits to main branch, last one 14 days 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 8 months 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 2 months 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 3 years 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
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
Lifelong Loop Closure Detection (ICRA 2022)
Created
2020-10-11
215 commits to main branch, last one 2 years ago
This repository is a getting started kit for a lifelong learning system with Obsidian and Anki.
Created
2022-01-26
2 commits to main branch, last one about a month 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
Lifelong Graph Learning (CVPR 2022 Oral)
Created
2020-05-10
192 commits to master branch, last one 2 years ago
Avalanche fork adding RL support
Created
2021-10-26
1,896 commits to master branch, last one about a year ago
An integration of MetaSLAM series works
Created
2022-08-21
45 commits to main branch, last one 2 years ago