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Unveiling the Tapestry: The Interplay of Generalization and Forgetting in Continual Learning

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In artificial intelligence (AI), generalization refers to a model's ability to perform well on out-of-distribution data related to the given task, beyond the data it was trained on. For an AI agent to excel, it must also possess the continual learning capabil... ...