Observations (DMSO) framework introduced in Foster et al.

However it often comes at a computational price which may hinder their deployment.

This suggests a need to explore alternative goals for active learning. Learning with abstention is one such alternative.

We modify Kanerva's model and demonstrate a simple way to design a kernel memory network