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To effectively operate, artificial intelligence systems must demonstrate the ability to constantly acquire and retain innovative ideas without failing to remember them. Even the most advanced deep learning networks are prone to the rapid decay of previously learned knowledge when confronted with new training data. A dual generative adversarial networks structure, termed lifelong dual generative adversarial networks (LD-GANs
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