Continual Representation Learning

This repository contains a list of research papers, libraries, thesis focused on solving the challenges that we face during continual learning in supervised, self-supervised, unsupervised, and reinforcement learning settings.

Table of contents

• Introduction
• Continiual Learning Datasets
• Never-ending Environments
• Catastrophic Forgetting and Interference
• Building State-update Function

Introduction

This repository contains a list of research papers, libraries, thesis focused on solving the challenges that we face during continual learning in supervised, self-supervised, unsupervised, and reinforcement learning settings.

Continual Learning Datasets

Never-ending Environments

• CVPR21 Continual Learning Challenge
• Jelly Bean World: A Testbed for Never-Ending Learning
• Environments for Lifelong Reinforcement Learning
• Continual Learning in Reinforcement Environments
• Implementation of Continual Learning Algorithms
• Online Continual Learning Implementation

Catastrophic Forgetting and Interference

• [Catastrophic Forgetting in Connectionist Networks] (https://www.researchgate.net/publication/228051810_Catastrophic_Forgetting_in_Connectionist_Networks)

Building State-update Function

• Reinforced Continual Learning

Similar Resources on Continual Learning

• Awesome Incremental Learning
• Continual Learning Papers
• Awesome Continual Learning