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Sirocco-rt/speculate_agn_emulators
speculate_agn_emulators is a machine learning model from Sirocco-rt. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as gpl-3.0.
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Updated Aug 23, 2026
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From the Hugging Face model README

If publishing, please cite the corresponding emulator dataset with the attached DOI above AND the following Speculate github repository citation below:
author = {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},
license = {GPL-3.0},
month = aug,
title = {{Speculate: The Sirocco Spectral Emulator}},
url = {https://github.com/sirocco-rt/speculate},
version = {0.5.0},
year = {2026}
}
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
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