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To cite survHC in publications, please cite the method paper. If the software itself is relevant, cite the Application Note as well.

Kipnis A, Galili B, Yakhini Z (2026). “Higher criticism for rare and weak non-proportional hazard deviations in survival analysis.” Biometrika, 113(1), asaf075. doi:10.1093/biomet/asaf075.

Kipnis A, Galili B, Yakhini Z (2026). “lifelines-hc: Higher Criticism testing for sparse non-proportional hazard departures in Python.” doi:10.48550/arXiv.2610.07268. 2610.07268.

Corresponding BibTeX entries: 

  @Article{,
    title = {Higher criticism for rare and weak non-proportional hazard
      deviations in survival analysis},
    author = {Alon Kipnis and Ben Galili and Zohar Yakhini},
    journal = {Biometrika},
    year = {2026},
    volume = {113},
    number = {1},
    pages = {asaf075},
    doi = {10.1093/biomet/asaf075},
  }

  @Misc{,
    title = {lifelines-hc: Higher Criticism testing for sparse
      non-proportional hazard departures in Python},
    author = {Alon Kipnis and Ben Galili and Zohar Yakhini},
    year = {2026},
    eprint = {2610.07268},
    archiveprefix = {arXiv},
    primaryclass = {stat.ME},
    doi = {10.48550/arXiv.2610.07268},
  }

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