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Clearly, edge-only learning at a single edge device can only work for small-scale AI applications and may not be capable of performing complex AI tasks that require more computation resources and data samples. For example, generative AI becomes an extremely hot topic in the past three years due to the recent breakthroughs in deep learning and large generative models, such as GPT series [43] and Sora [42].

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Cloud-Edge Collaboration via Pretrained and Federated Continual Learning

  • 章节

  • 发表日期：

    2025年

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  • Hang Wang,
  • Sen Lin,
  • Junshan Zhang

摘要

Clearly, edge-only learning at a single edge device can only work for small-scale AI applications and may not be capable of performing complex AI tasks that require more computation resources and data samples. For example, generative AI becomes an extremely hot topic in the past three years due to the recent breakthroughs in deep learning and large generative models, such as GPT series [43] and Sora [42].