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Image Credit: Arxiv

Traffic Engineering in Large-scale Networks with Generalizable Graph Neural Networks

  • Traffic engineering (TE) in large-scale computer networks can address the scalability issue of traditional TE algorithms.
  • TELGEN is a novel TE algorithm that achieves superior generalizability across diverse network conditions.
  • It transforms the problem of predicting the optimal TE solution into predicting the optimal TE algorithm.
  • TELGEN achieved less than 3% optimality gap and reduced solving time by up to 84% compared to classical optimal solvers.

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