Catastrophic Forgetting in Connectionist Networks (French, 1999)
iCaRL: Incremental Classifier and Representation Learning, CVPR2017
(GEM) Gradient Episodic Memory for Continual Learning, NIPS17
(ER-Reservoir) On Tiny Episodic Memories in Continual Learning
(OML) Meta-Learning Representations for Continual Learning, NeurIPS19
(ANML) Learning to Continually Learn, ECAI 2020
Distilling the Knowledge in a Neural Network, 2015
Learning without Forgetting, 2016
(EWC)Overcoming catastrophic forgetting in neural networks, PNAS
(MAS) Memory Aware Synapses: Learning what (not) to forget, ECCV18
(SI) Continual Learning Through Synaptic Intelligence
FearNet: Brain-Inspired Model for Incremental Learning, ICLR18
PathNet: Evolution Channels Gradient Descent in Super Neural Networks