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Top 22 continual-learning open source projects

PyTorch implementation of a VAE-based generative classifier, as well as other class-incremental learning methods that do not store data (DGR, BI-R, EWC, SI, CWR, CWR+, AR1, the "labels trick", SLDA).

✭ 30

python shell variational-autoencoder cwr continual-learning elastic-weight-consolidation generative-classifier generative-classification generative-replay synaptic-intelligence class-incremental-learning cwr-plus ar1 slda brain-inspired-replay labels-trick

SIGIR2021 Conure

One Person, One Model, One World: Learning Continual User Representation without Forgetting

Continual Learning Data Former

A pytorch compatible data loader to create sequence of tasks for Continual Learning

✭ 32

python machine-learning deep-learning incremental-learning lifelong-learning continual-learning continualai

CPG

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 Information Processing Systems, NeurIPS 2019

✭ 91

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

MetaLifelongLanguage

Repository containing code for the paper "Meta-Learning with Sparse Experience Replay for Lifelong Language Learning".

✭ 21

python natural-language-processing text-classification relation-extraction meta-learning lifelong-learning continual-learning experience-replay

cvpr clvision challenge

CVPR 2020 Continual Learning Challenge - Submit your CL algorithm today!

✭ 57

python shell Dockerfile CSS Makefile javascript challenge machine-learning computer-vision deep-learning incremental-learning lifelong-learning continual-learning cvpr2020 core50

course-content-dl

NMA deep learning course

✭ 537

Jupyter Notebook deep-learning transformers recurrent-neural-networks reinforcement-learning-algorithms convolutional-neural-networks continual-learning

CVPR21 PASS

PyTorch implementation of our CVPR2021 (oral) paper "Prototype Augmentation and Self-Supervision for Incremental Learning"

✭ 55

python incremental-learning lifelong-learning continual-learning self-supervised-learning

GPM

Official Code Repository for "Gradient Projection Memory for Continual Learning"

✭ 50

python shell continual-learning

CVPR2021 PLOP

Official code of CVPR 2021's PLOP: Learning without Forgetting for Continual Semantic Segmentation

✭ 102

python shell computer-vision deep-learning semantic-segmentation continual-learning cvpr2021

BLIP

Official Implementation of CVPR2021 paper: Continual Learning via Bit-Level Information Preserving

✭ 33

python shell continual-learning cvpr2021

Remembering-for-the-Right-Reasons

Official Implementation of Remembering for the Right Reasons (ICLR 2021)

✭ 27

python lifelong-learning xai continual-learning continual-learning-xai

reproducible-continual-learning

Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.

✭ 118