Efficient continual learning in humans is enabled by a rich set of neurophysiological mechanisms and interactions between multiple memory systems. The brain efficiently encodes information non-overlapping sparse codes, which facilitates the new associations faster with controlled interference previous associations. To mimic coding DNNs, we enforce activation sparsity along dropout mechanism enc...