Alex Ororbia

Lifelong Neural Predictive Coding: Learning Cumulatively Online without Forgetting

In lifelong learning systems based on artificial neural networks, one of the biggest obstacles is the inability to retain old knowledge as new information is encountered. This phenomenon is known as catastrophic forgetting. In this paper, we propose a new kind of connectionist architecture, the Sequ…