We use the emulation framework CosmoPower to construct and publicly release neural network emulators of cosmological observables, including the Cosmic Microwave Background (CMB) temperature and polarization power spectra, matter power spectrum, distance-redshift relation, baryon acoustic oscillation (BAO) and redshift-space distortion (RSD) observables, and derived parameters. We train our emulators on Einstein-Boltzmann calculations obtained with high-precision numerical convergence settings, for a wide range of cosmological models including $\Lambda$CDM, $w$CDM, $\Lambda$CDM+$N_\mathrm{eff}$, and $\Lambda$CDM+$\Sigma m_\nu$. Our CMB emulators are accurate to better than 0.5% out to $\ell=10^4$ which is sufficient for Stage-IV data analysis, and our $P(k)$ emulators reach the same accuracy level out to $k=50 \,\, \mathrm{Mpc}^{-1}$, which is sufficient for Stage-III data analysis. We release the emulators via an online repository CosmoPower Organisation, which will be continually updated with additional extended cosmological models. Our emulators accelerate cosmological data analysis by orders of magnitude, enabling cosmological parameter extraction analyses, using current survey data, to be performed on a laptop. We validate our emulators by comparing them to CLASS and CAMB and by reproducing cosmological parameter constraints derived from Planck TT, TE, EE, and CMB lensing data, as well as from the Atacama Cosmology Telescope Data Release 4 CMB data, Dark Energy Survey Year-1 galaxy lensing and clustering data, and Baryon Oscillation Spectroscopic Survey Data Release 12 BAO and RSD data.
12 pages, 7 figures
Submitted to ApJ - 12 pages, 6 figures, 2 tables
22 pages, 24 figures
15 pages, 10 figures, 2 tables, data available at this https URL
Submitted to A&A. Comments are welcome
14 pages, 20 figures, Accepted for publication in MNRAS
21 pages, 9 Figures; Accepted for publication in ApJ
Accepted for publication in The Astronomical Journal February 23, 2023. 36 pages, 14 figures, 4 tables in text, 5 in Appendix
14 pages, 7 figures. Accepted by ApJ
20 pages, 9 figures, accepted for publication in MNRAS, data is available from this http URL
21 pages, 10 figures, submitted to MNRAS. Comments welcome
Invited chapter for the edited book {\it High-Resolution X-Ray Spectroscopy: Instrumentation, Data Analysis, and Science} (Eds. C. Bambi and J. Jiang, Springer Singapore, expected in 2023)
Submitted to ApJS, 34 pages, 8 Tables, and 18 Figures (+38 pages, 5 Tables, and 6 Figures in Appendix)
accepted by Nature
26 pages, in Russian language, 14 figures, 1 table
17 pages, accepted for publication in ApJ
17 pages, 12 figures, 2 tables, accepted by MNRAS
11 pages, 2 figures
12 pages, 7 figures, ApJ Letters, submitted
72 pages, 33 figures. Invited contribution for Handbook of Nuclear Physics
12 pages, 10 figures, accepted to be published in AJ
13 pages, 6 figures, 7 tables, accepted for publication in MNRAS
14 pages, 6 figures. Accepted for publication in ApJ
16 pages, 1 figure, accepted for publication in European Physical Journal C
12 pages, 4 figures. Submitted to MNRAS
22 pages, 6 figures
Comments are welcome
Accepted by Nature
5 pages, 6 figures
20 pages, 14 figures, submitted to MNRAS
23 pages, 9 figures, submitted to PASP
22 pages + appendices, 7 figures
1+25 pages, 1 figure, to be published in Classical and Quantum Gravity
5+15 pages, 3+2 figures
23 pages + 11 pages of appendices
16 pages + appendix, 7 figures
14 pages, 5 figures
Submitted at Living Review of Relativity
26 pages, 11 figures
14 pages, 10 figures
13 pages, 11 figures
44 pages, 4 figures, 3 tables, accepted for publication as an invited review article for the Frontiers in Physics research topic: `Gravitational Lensing and Black Hole Shadow in Modified Theories of Gravities'
20 pages, 1 table, no figures
31 pages + appendices; 20 figures
28 pages, 33 captioned figures, published in Annals of Physics