Continual Learning

Dark Experience Replay (DER)

1 minute read

NeurIPS 2020

Active Learning (4) Adversarial & Representation-aware

2 minute read

Active Learning (3) Core-set & Diversity-based

2 minute read

Dark Experience Replay (DER)

1 minute read

NeurIPS 2020

Active Learning (2) Bayesian-based Uncertainty

2 minute read

Active Learning (1) Uncertainty Sampling

2 minute read

Lifelong Unsupervised Mixup (LUMP)

less than 1 minute read

ICLR 2022

Dynamic Expandable Representation (DER)

3 minute read

CVPR 2021 Oral

Co2L; Contrastive Continual Learning

2 minute read

ICCV 2021

DualNet

1 minute read

NeurIPS 2021

Continual Learning (3) - Parameter Isolation-based CL

3 minute read

PNN, HAT, PackNet

Continual Learning (2) - Replay-based CL

6 minute read

ER, A-GEM, iCaRL

Continual Learning (1) - Regularization-based CL

4 minute read

EWC, SI, MAS

Benchmarks of Continual Learning

3 minute read

Introduction to Continual Learning

less than 1 minute read

(paper 80) Learning Fast and Slow for Online TS Forecasting

8 minute read

2023

[continual] (paper 7) Variational Continual Learning

2 minute read

Variational Continual Learning (VCL)

[continual] (paper 8) Progress & Compress ; A scalable framework for continual learning

4 minute read

Progress & Compress ; A scalable framework for continual learning

[continual] (paper 5) Gradient Episodic Memory for Continual Learning

3 minute read

GEM

[continual] (paper 6) Lifelong Learning with Dynamically Expandable Networks

2 minute read

Dynamically Expandable Networks (DEN)

[continual] (paper 4) Continual Learning with Deep Generative Replay

1 minute read

Deep Generative Replay

[continual] (paper 3) Overcoming catastrophic forgetting by incremental moment matching

4 minute read

Catastrophic Forgetting, IMM, Mean-IMM, Mode-IMM

[continual] (paper 2) Overcoming catastrophic forgetting in neural networks

1 minute read

Catastrophic Forgetting, EWC

[continual] (paper 1) Progressive Neural Network

1 minute read

Progressive Neural Network에 관한 소개글

[continual] Continual Learning 소개

4 minute read

Continual Learning에 대한 소개글