Picking the Branch Is Not Solving the Problem: What an Imperfect Neural Operator Buys a Physics-Informed Network, Where Its Basin Information Comes From, and the Comparators That Decide Whether the Hybrid Pays

APA

Mahendrakar, P. (2026). Picking the Branch Is Not Solving the Problem: What an Imperfect Neural Operator Buys a Physics-Informed Network, Where Its Basin Information Comes From, and the Comparators That Decide Whether the Hybrid Pays [Preprint]. Life of Research. https://doi.org/10.5281/zenodo.23669446

Copy APA

BibTeX

@misc{lor1512026,
  title        = {Picking the Branch Is Not Solving the Problem: What an Imperfect Neural Operator Buys a Physics-Informed Network, Where Its Basin Information Comes From, and the Comparators That Decide Whether the Hybrid Pays},
  author       = {Pranay Mahendrakar},
  year         = {2026},
  publisher    = {Life of Research},
  doi          = {10.5281/zenodo.23669446},
  url          = {https://lifeofresearch.com/preprints/151},
  keywords     = {physics-informed neural networks, neural operators, basin of attraction, numerical continuation, solution multiplicity, warm start, scientific machine learning, baselines},
  note         = {LOR-00151}
}

Copy BibTeX More on the record page