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Appendix C: Case Study—LLMs for AutoML

  • Hitoshi Iba,
  • João E. Batista,
  • Jinglue Xu

摘要

Traditional AutoML systems operate within rigidly defined search spaces where a human expert must enumerate which hyperparameters to tune, which architectures to consider, and which preprocessing steps to apply. This manual specification creates a fundamental bottleneck since the quality of the discovered solution is bounded by the creativity and foresight of the search space designer.