If publishing, please cite the corresponding emulator dataset with the attached DOI above AND the following Speculate github repository citation below:
@software{Wallis_Speculate_The_Sirocco_2026,
1author = {Wallis, Austen G. W. and Knigge, Christian and {The Sirocco Collaboration} and Long, Knox and Sim, Stuart and Matthews, James and Ward, Madeleine-Mai and Scepi, Nicolas and Mosallanezhad, Amin},
2license = {GPL-3.0},
3month = aug,
4title = {{Speculate: The Sirocco Spectral Emulator}},
5url = {https://github.com/sirocco-rt/speculate},
6version = {0.5.0},
7year = {2026}
8}
The release paper citations for Speculate and Sirocco can be found below:
Matthews et al. 2024 -- SIROCCO: a publicly available Monte Carlo ionization and radiative transfer code for astrophysical outflows
DOI: 10.1093/mnras/stae2677
SIROCCO REPO: https://github.com/sirocco-rt/sirocco
COMING SOON!!
Wallis et al. 2026 (in prep) -- Expanding Epeculate: an AGN synthetic spectral library for the rapid inference of accretion disc wind properties
Wallis et al. 2026 (in prep) -- Speculate: A synthetic spectral library, emulator and fitting package for accretion disc winds -- Infrastructure and application to CVs