@misc{bian-xie-2026-neural-local-approximation,
  author        = {Chengkuo Bian and Pengcheng Xie},
  title         = {Why and When Neural Networks Improve Local Approximation in Optimization},
  year          = {2026},
  month         = aug,
  eprint        = {2608.24963},
  archivePrefix = {arXiv},
  primaryClass  = {cs.LG},
  doi           = {10.48550/arXiv.2608.24963},
  url           = {https://arxiv.org/abs/2608.24963},
  keywords      = {machine learning, optimization}
}

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