Biologically Inspired Continual Learning for Artificial Intelligence

One such scenario is continual or lifelong learning, in which a model experiences a sequential stream of training episodes and needs to adjust to novel tasks while still performing well on the previous ones. The main goal of this project is to draw from mechanisms that enable continual learning in biological agents and use them as an inspiration for novel methods of improving continual learning in artificial neural networks.