Internal replay reduces catastrophic forgetting in the brain-inspired continual learning model, especially with Synaptic Intelligence, but lowers initial task accuracy and leaves representations overlapping.
Neuroscience: exploring the brain, enhanced edition: exploring the brain
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Teaching AI to Remember: Insights from Brain-Inspired Replay in Continual Learning
Internal replay reduces catastrophic forgetting in the brain-inspired continual learning model, especially with Synaptic Intelligence, but lowers initial task accuracy and leaves representations overlapping.