A key limitation of existing artificial intelligence (AI) systems is that they are unable to tackle tasks for which they have not been trained. In fact, even when they are retrained, the majority these systems are prone to 'catastrophic forgetting,' which essentially means that a new item can disrupt their previously acquired knowledge.
from News on Artificial Intelligence and Machine Learning https://ift.tt/2CiQH8g
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A generative memory approach to enable lifelong reinforcement learning
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