Others.md

Continual Learning codebases

Sequoia A Playground for research at the intersection of Continual, Reinforcement, and Self-Supervised Learning.

FACIL Framework for Analysis of Class-Incremental Learning

Mammoth - An Extendible (General) Continual Learning Framework for Pytorch Official repository of Dark Experience for General Continual Learning: a Strong, Simple Baseline

Continuum Continuum: Simple Management of Complex Continual Learning Scenarios

A continual learning survey: Defying forgetting in classification tasks Implementation of the survey baselines

Gradient Episodic Memory for Continual Learning Reproduce paper. Nice repo because baselines and GEM are seamlessly interchangable

Generative Models from the perspective of Continual Learning Complete repo for experiments in Generative Continual Learning

Online Continual Learning with Maximally Interfered Retrieval Reproduce paper

Learning to Learn without Forgetting by Maximizing Transfer and Minimizing Interference (MER) Reproduce paper

Avalanche Avalanche: an End-to-End Library for Continual Learning

PyCIL PyCIL: A Python Toolbox for Class-Incremental Learning

continual-learning-reproduce Implementation of continual learning methods

Datasets and Benchmarks

CORe50: a New Dataset and Benchmark for Continuous Object Recognition (2017)

Continual Reinforcement Learning in 3D Non-stationary Environments (2019)

Motivations

Learning in embedded systems (1993) [bib]

Foundations of learning in autonomous agents (1991) [bib]

An architecture for intelligent reactive systems (1987) [bib]

An adaptable mobile robot (1992) [bib]

Other Resources

https://github.com/xialeiliu/Awesome-Incremental-Learning Another CL paper repository

https://github.com/prprbr/awesome-lifelong-continual-learning Another CL paper repository