Citation

When using POPS, cite the method paper:

Thomas D. Swinburne and Danny Perez. “Parameter uncertainties for imperfect surrogate models in the low-noise regime.” Machine Learning: Science and Technology (2025). doi:10.1088/2632-2153/ad9fce.

@article{SwinburnePerez2025,
  author  = {Swinburne, Thomas D. and Perez, Danny},
  title   = {Parameter uncertainties for imperfect surrogate models in the low-noise regime},
  journal = {Machine Learning: Science and Technology},
  year    = {2025},
  doi     = {10.1088/2632-2153/ad9fce}
}

For software citation metadata tied to a particular release, also consult that implementation's repository:

• Python repository
• Julia repository