Citation & Acknowledgements

Citing Sage

If you use Sage in your research, please cite the paper:

@article{sage,
  title   = {Identifying and mitigating machine-learning biases for the
             gravitational-wave detection problem},
  author  = {Nagarajan, Narenraju and Messenger, Christopher},
  journal = {Phys. Rev. D},
  volume  = {112},
  issue   = {10},
  pages   = {103002},
  year    = {2025},
  month   = {Nov},
  publisher = {American Physical Society},
  doi     = {10.1103/zwj9-ycyz},
  url     = {https://link.aps.org/doi/10.1103/zwj9-ycyz}
}

To cite the software itself, use the Zenodo record:

DOI

Acknowledgements

We appreciate the useful comments from Thomas Dent and Nikolaos Stergioulas on our paper. NN wishes to acknowledge and appreciate the support of Joseph Bayley, Michael Williams, and Christian Chapman-Bird. We would also like to extend our sincere gratitude to the PHAS-ML group members from the University of Glasgow for their fruitful weekly meetings.

NN is supported by the College Scholarship offered by the School of Physics and Astronomy (2021–2025), University of Glasgow. CM is supported by STFC grant ST/Y004256/1. This material is based upon work supported by NSF’s LIGO Laboratory, a major facility fully funded by the National Science Foundation.