As image-based deep learning becomes pervasive on every device, from cell phones to smart watches, there is a growing need develop methods that continually learn data while minimizing memory footprint and power consumption. While replay techniques have shown exceptional promise for this task of continual learning, the best method selecting which buffered images still an open question. In paper,...