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A list of papers, blogs, datasets and software in the field of lifelong/continual machine learning

CORe50: a new Dataset and Benchmark for Continual Learning

Simplified code for our paper "GDumb: A Simple Approach that Questions Our Progress in Continual Learning". Easily extensible to various settings, datasets and architectures.

Four datasets for continual learning tasks, designed to support incremental and lifelong learning experiments.

The original code for the data providers and the datasets of the paper "Defining Benchmarks for Continual Few-Shot Learning".

Continual learning strategies(EWC, GEM) for rotated MNIST dataset

An Efficient Dataset Condensation Plugin and Its Application to Continual Learning. NeurIPS, 2023.