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Arxiv

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Online SLA Decomposition: Enabling Real-Time Adaptation to Evolving Network Systems

  • A study proposes an online learning-decomposition framework to dynamically decompose Service Level Agreements (SLAs) in network slice management.
  • The framework continuously updates risk models based on the most recent feedback using components like online gradient descent and FIFO memory buffers.
  • Empirical study shows that the proposed framework outperforms static approaches, providing more accurate and resilient SLA decomposition.
  • Comprehensive complexity analysis of the solution is also provided.

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