One theory is that the cortex’s ability to perform pattern separation shields it from the problem of catastrophic forgetting; by separating incoming patterns in the cortex, patterns are inherently unlikely to interfere with each other. Another theory is that learning in the cortex selectively occurs only during moments of surprise; only when the cortex sees a pattern that passes some threshold of novelty are the weights of synapses allowed to change.
