To cite magp, please cite the software: The statistical methodology is described in: Wang T, Xiao Q (2026). _magp: Mapping-Based Additive Gaussian Process Models_. doi:10.32614/CRAN.package.magp . R package version 0.12.0, . A BibTeX entry for LaTeX users is @Manual{, title = {magp: Mapping-Based Additive Gaussian Process Models}, author = {Tony Wang and Qian Xiao}, year = {2026}, note = {R package version 0.12.0}, doi = {10.32614/CRAN.package.magp}, url = {https://CRAN.R-project.org/package=magp}, } Xiao Q, Wang Y, Mandal A, Deng X (2024). “Modeling and Active Learning for Experiments with Quantitative-Sequence Factors.” _Journal of the American Statistical Association_, *119*(545), 407-421. doi:10.1080/01621459.2022.2123335 . A BibTeX entry for LaTeX users is @Article{, title = {Modeling and Active Learning for Experiments with Quantitative-Sequence Factors}, author = {Qian Xiao and Yaping Wang and Abhyuday Mandal and Xinwei Deng}, journal = {Journal of the American Statistical Association}, year = {2024}, volume = {119}, number = {545}, pages = {407--421}, doi = {10.1080/01621459.2022.2123335}, }