To cite the orthoMTL algorithm, use Vervier et al. (2014). To cite the survival analysis extension, also cite the Annals of Oncology paper below.

Vervier K, Mahé P, d'Aspremont A, Veyrieras J, Vert J (2014). “On Learning Matrices with Orthogonal Columns or Disjoint Supports.” In Machine Learning and Knowledge Discovery in Databases (ECML-PKDD 2014). https://hal.science/hal-00985654.

Juric D, Rugo H, Reising A, Vervier K, Ma C, Ciruelos E, Loibl S, Singer C, Sohn J, Campone M, Conte P, Iwata H, Ghaznawi F, Miller M, Taran T, Su F, André F (2026). “Genomic Determinants of Response to Alpelisib Plus Fulvestrant in the SOLAR-1 Trial.” Annals of Oncology. doi:10.1016/j.annonc.2026.04.003. https://doi.org/10.1016/j.annonc.2026.04.003.

Corresponding BibTeX entries:

  @InProceedings{,
    title = {On Learning Matrices with Orthogonal Columns or Disjoint
      Supports},
    author = {Kevin Vervier and Pierre Mahé and Alexandre d'Aspremont
      and Jean-Baptiste Veyrieras and Jean-Philippe Vert},
    booktitle = {Machine Learning and Knowledge Discovery in Databases
      (ECML-PKDD 2014)},
    year = {2014},
    publisher = {Springer},
    url = {https://hal.science/hal-00985654},
  }

  @Article{,
    title = {Genomic Determinants of Response to Alpelisib Plus
      Fulvestrant in the SOLAR-1 Trial},
    author = {D. Juric and H. S. Rugo and A. Reising and K. Vervier and
      C. Ma and E. M. Ciruelos and S. Loibl and C. F. Singer and J.
      Sohn and M. Campone and P. Conte and H. Iwata and F. Ghaznawi and
      M. Miller and T. Taran and F. Su and F. André},
    journal = {Annals of Oncology},
    year = {2026},
    doi = {10.1016/j.annonc.2026.04.003},
    url = {https://doi.org/10.1016/j.annonc.2026.04.003},
  }