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2021

Neural Network Reconstruction of Late-Time Cosmology and Null Tests

Dialektopoulos, Konstantinos, Said, Jackson Levi, Mifsud, Jurgen et al.

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The prospect of nonparametric reconstructions of cosmological parameters from observational data sets has been a popular topic in the literature for a number of years.

This has mainly taken the form of a technique based on Gaussian processes but this approach is exposed to several foundational issues ranging from overfitting to kernel consistency problems.
In this work, we explore the possibility of using artificial neural networks (ANN) to reconstruct late-time expansion and large scale structure cosmological parameters.
We first show how mock data can be used to design an optimal ANN for both parameters, which we then use with real data to infer their respective redshift profiles.

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C. D. Kreisch, F.-Y. Cyr-Racine and O. Doré, Neutrino puzzle: Anomalies, interactions, and cosmological tensions , Phys. Rev. D 101
Original
1902
Earlier work this paper cites.
K. L. Pandey, T. Karwal and S. Das, Alleviating the H 0 H_{0} and σ 8 \sigma_{8} anomalies with a decaying dark matter model , JCAP 07
Original
1902
Earlier work this paper cites.
A. G. Riess, S. Casertano, W. Yuan, L. M. Macri and D. Scolnic, Large Magellanic Cloud Cepheid Standards Provide a 1% Foundation for the Determination of the Hubble Constant and Stronger Evidence for Physics beyond Λ \Lambda CDM , Astrophys. J. 876
Original
1903
Earlier work this paper cites.
K. Vattis, S. M. Koushiappas and A. Loeb, Dark matter decaying in the late Universe can relieve the H0 tension , Phys. Rev. D 99
Original
1903
Earlier work this paper cites.
H.-N. Lin, X. Li and L. Tang, Non-parametric reconstruction of dark energy and cosmic expansion from the Pantheon compilation of type Ia supernovae , Chin. Phys. C 43
Original
1905
Earlier work this paper cites.
M.-X. Lin, G. Benevento, W. Hu and M. Raveri, Acoustic Dark Energy: Potential Conversion of the Hubble Tension , Phys. Rev. D 100
Original
1905
Earlier work this paper cites.
E. Di Valentino, R. Z. Ferreira, L. Visinelli and U. Danielsson, Late time transitions in the quintessence field and the H 0 H_{0} tension , Phys. Dark Univ. 26
Original
1906
Earlier work this paper cites.
S. Joudaki et al., KiDS+VIKING-450 and DES-Y1 combined: Cosmology with cosmic shear , Astron. Astrophys. 638
Original
1906
Earlier work this paper cites.
K. C. Wong et al., H0LiCOW – XIII. A 2.4 per cent measurement of H0 from lensed quasars: 5.3 σ \sigma tension between early- and late-Universe probes , Mon. Not. Roy. Astron. Soc. 498
Original
1907
Earlier work this paper cites.
W. L. Freedman et al., The Carnegie-Chicago Hubble Program. VIII. An Independent Determination of the Hubble Constant Based on the Tip of the Red Giant Branch , 1907.05922
Original
1907
Earlier work this paper cites.
L. Verde, T. Treu and A. G. Riess, Tensions between the Early and the Late Universe , Nature Astron. 3
Original
1907
Earlier work this paper cites.
S. Vagnozzi, New physics in light of the H 0 H_{0} tension: An alternative view , Phys. Rev. D 102
Original
1907
Earlier work this paper cites.
LIGO Scientific, Virgo
Original
1908
Earlier work this paper cites.
C. D. Huang, A. G. Riess, W. Yuan, L. M. Macri, N. L. Zakamska, S. Casertano et al., Hubble Space Telescope Observations of Mira Variables in the Type Ia Supernova Host NGC 1559: An Alternative Candle to Measure the Hubble Constant , 1908.10883
Original
1908
Earlier work this paper cites.
E. Di Valentino, A. Melchiorri, O. Mena and S. Vagnozzi, Interacting dark energy in the early 2020s: A promising solution to the H 0 H_{0} and cosmic shear tensions , Phys. Dark Univ. 30
Original
1908
Earlier work this paper cites.
L. Xiao, L. Zhang, R. An, C. Feng and B. Wang, Fractional Dark Matter decay: cosmological imprints and observational constraints , JCAP 01
Original
1908
Earlier work this paper cites.
S. Mukherjee, G. Lavaux, F. R. Bouchet, J. Jasche, B. D. Wandelt, S. M. Nissanke et al., Velocity correction for Hubble constant measurements from standard sirens , Astron. Astrophys. 646
Original
1909
Earlier work this paper cites.
E. Di Valentino, A. Melchiorri, O. Mena and S. Vagnozzi, Nonminimal dark sector physics and cosmological tensions , Phys. Rev. D 101
Original
1910
Earlier work this paper cites.
G.-J. Wang, X.-J. Ma, S.-Y. Li and J.-Q. Xia, Reconstructing Functions and Estimating Parameters with Artificial Neural Networks: A Test with a Hubble Parameter and SNe Ia , Astrophys. J. Suppl. 246
Original
1910
Earlier work this paper cites.
M. Asgari et al., KiDS+VIKING-450 and DES-Y1 combined: Mitigating baryon feedback uncertainty with COSEBIs , Astron. Astrophys. 634
Original
1910
Earlier work this paper cites.
E.-K. Li, M. Du, Z.-H. Zhou, H. Zhang and L. Xu, Test the effects of H 0 H_{0} on f σ 8 f\sigma_{8} tension with Gaussian Process method , 1911.12076
Original
1911
Earlier work this paper cites.
O. Akarsu, J. D. Barrow, L. A. Escamilla and J. A. Vazquez, Graduated dark energy: Observational hints of a spontaneous sign switch in the cosmological constant , Phys. Rev. D 101
Original
1912
Earlier work this paper cites.
F. N. Chamings, A. Avgoustidis, E. J. Copeland, A. M. Green and A. Pourtsidou, Understanding the suppression of structure formation from dark matter-dark energy momentum coupling , Phys. Rev. D 101
Original
1912
Earlier work this paper cites.
N. Kaiser, Clustering in real space and in redshift space , Mon. Not. Roy. Astron. Soc. 227
1987
Earlier work this paper cites.
M. Abramowitz, I. A. Stegun and R. H. Romer, Handbook of mathematical functions with formulas, graphs, and mathematical tables , 1988
1988
Earlier work this paper cites.
S. Weinberg, The cosmological constant problem , Rev. Mod. Phys. 61
1989
Earlier work this paper cites.
K. Hornik, M. Stinchcombe and H. White, Universal approximation of an unknown mapping and its derivatives using multilayer feedforward networks , Neural Networks 3
1990
Earlier work this paper cites.
S. Dodelson and L. M. Widrow, Sterile-neutrinos as dark matter , Phys. Rev. Lett. 72
1994
Earlier work this paper cites.
Supernova Search Team
1998
Earlier work this paper cites.
Supernova Cosmology Project
1999
Earlier work this paper cites.
D. W. Pesce et al., The Megamaser Cosmology Project. XIII. Combined Hubble constant constraints , Astrophys. J. Lett. 891
Original
2001
Earlier work this paper cites.
G. Ye and Y.-S. Piao, Is the Hubble tension a hint of AdS phase around recombination? , Phys. Rev. D 101
Original
2001
Earlier work this paper cites.
R. Arjona and S. Nesseris, Hints of dark energy anisotropic stress using Machine Learning , JCAP 11
Original
2001
Earlier work this paper cites.
W. L. Freedman, B. F. Madore, T. Hoyt, I. S. Jang, R. Beaton, M. G. Lee et al., Calibration of the Tip of the Red Giant Branch (TRGB) , 2002.01550
Original
2002
Earlier work this paper cites.
A. De Felice, C.-Q. Geng, M. C. Pookkillath and L. Yin, Reducing the H 0 H_{0} tension with generalized Proca theory , JCAP 08
Original
2002
Earlier work this paper cites.
R. Jimenez and A. Loeb, Constraining cosmological parameters based on relative galaxy ages , Astrophys. J. 573
2002
Earlier work this paper cites.
P. J. E. Peebles and B. Ratra, The Cosmological Constant and Dark Energy , Rev. Mod. Phys. 75
2003
Earlier work this paper cites.
H. Singirikonda and S. Desai, Model comparison of Λ \Lambda CDM vs R h = c t R_{h}=ct using cosmic chronometers , Eur. Phys. J. C 80
Original
2003
Earlier work this paper cites.
M. Zumalacarregui, Gravity in the Era of Equality: Towards solutions to the Hubble problem without fine-tuned initial conditions , Phys. Rev. D 102
Original
2003
Earlier work this paper cites.
R. Jimenez, L. Verde, T. Treu and D. Stern, Constraints on the equation of state of dark energy and the Hubble constant from stellar ages and the CMB , Astrophys. J. 593
2003
Earlier work this paper cites.
R. J. Gaitskell, Direct detection of dark matter , Ann. Rev. Nucl. Part. Sci. 54
2004
Earlier work this paper cites.
E. Kourkchi, R. B. Tully, G. S. Anand, H. M. Courtois, A. Dupuy, J. D. Neill et al., Cosmicflows-4: The Calibration of Optical and Infrared Tully–Fisher Relations , Astrophys. J. 896
Original
2004
Earlier work this paper cites.
B. J. Barros, T. Barreiro, T. Koivisto and N. J. Nunes, Testing F ⁡ ( Q ) F(Q) gravity with redshift space distortions , Phys. Dark Univ. 30
Original
2004
Earlier work this paper cites.
G. Bertone, D. Hooper and J. Silk, Particle dark matter: Evidence, candidates and constraints , Phys. Rept. 405
2005
Earlier work this paper cites.
D. Benisty, Quantifying the S 8 S_{8} tension with the Redshift Space Distortion data set , Phys. Dark Univ. 31
Original
2005
Earlier work this paper cites.
Y.-C. Wang, Y.-B. Xie, T.-J. Zhang, H.-C. Huang, T. Zhang and K. Liu, Likelihood-free Cosmological Constraints with Artificial Neural Networks: An Application on Hubble Parameters and SNe Ia , Astrophys. J. Supp. 254
Original
2005
Earlier work this paper cites.
J. Simon, L. Verde and R. Jimenez, Constraints on the redshift dependence of the dark energy potential , Phys. Rev. D 71
2005
Earlier work this paper cites.
E. J. Copeland, M. Sami and S. Tsujikawa, Dynamics of dark energy , Int. J. Mod. Phys. D 15
2006
Earlier work this paper cites.
C. E. Rasmussen and C. K. I. Williams, Gaussian processes for machine learning. , Adaptive computation and machine learning. MIT Press, 2006
2006
Earlier work this paper cites.
J. Schombert, S. McGaugh and F. Lelli, Using the Baryonic Tully–Fisher Relation to Measure H o , Astron. J. 160
Original
2006
Earlier work this paper cites.
M. Gonzalez, M. P. Hertzberg and F. Rompineve, Ultralight Scalar Decay and the Hubble Tension , JCAP 10
Original
2006
Earlier work this paper cites.
C. A. P. Bengaly, C. Clarkson, M. Kunz and R. Maartens, Null tests of the concordance model in the era of Euclid and the SKA , Phys. Dark Univ. 33
Original
2007
Earlier work this paper cites.

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Original
2007
Cited alongside, same era.
P. Denzel, J. P. Coles, P. Saha and L. L. R. Williams, The Hubble constant from eight time-delay galaxy lenses , Mon. Not. Roy. Astron. Soc. 501
Original
2007
Cited alongside, same era.
E. J. Baxter and B. D. Sherwin, Determining the Hubble Constant without the Sound Horizon Scale: Measurements from CMB Lensing , Mon. Not. Roy. Astron. Soc. 501
Original
2007
Cited alongside, same era.
C. Heymans et al., KiDS-1000 Cosmology: Multi-probe weak gravitational lensing and spectroscopic galaxy clustering constraints , Astron. Astrophys. 646
Original
2007
Cited alongside, same era.

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M. Moresco, L. Pozzetti, A. Cimatti, R. Jimenez, C. Maraston, L. Verde et al., A 6% measurement of the Hubble parameter at z ∼ 0.45 z\sim 0.45 : direct evidence of the epoch of cosmic re-acceleration , JCAP 05
Original
2016
Later among the works it cites.
T. Okumura et al., The Subaru FMOS galaxy redshift survey (FastSound). IV. New constraint on gravity theory from redshift space distortions at z ∼ 1.4 z\sim 1.4 , Publ. Astron. Soc. Jap. 68
Original
2016
Later among the works it cites.
LIGO Scientific, Virgo, 1M2H, Dark Energy Camera GW-E, DES, DLT40, Las Cumbres Observatory, VINROUGE, MASTER
Original
2017
Later among the works it cites.
H. Hildebrandt et al., KiDS-450: Cosmological parameter constraints from tomographic weak gravitational lensing , Mon. Not. Roy. Astron. Soc. 465
Original
2017
Later among the works it cites.

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Cited alongside, same era.

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2008

Cited alongside, same era.

N. Khetan et al., A new measurement of the Hubble constant using Type Ia supernovae calibrated with surface brightness fluctuations , Astron. Astrophys. 647

2008

Cited alongside, same era.

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Cited alongside, same era.

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Cited alongside, same era.

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Cited alongside, same era.

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2008

Cited alongside, same era.

L. Feng, J.-F. Zhang and X. Zhang, A search for sterile neutrinos with the latest cosmological observations , Eur. Phys. J. C 77

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Later among the works it cites.

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Later among the works it cites.

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Later among the works it cites.

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Later among the works it cites.

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Later among the works it cites.

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Later among the works it cites.

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Later among the works it cites.

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Later among the works it cites.

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Later among the works it cites.

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Later among the works it cites.

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Later among the works it cites.

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Later among the works it cites.

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Later among the works it cites.

J.-Z. Qi, S. Cao, M. Biesiada, T. Xu, Y. Wu, S. Zhang et al., What do parameterized O m ( z ) Om(z) diagnostics tell us in light of recent observations? , Res. Astron. Astrophys. 18

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Later among the works it cites.

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2018

Later among the works it cites.

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2018

Later among the works it cites.

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Later among the works it cites.

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2018

Later among the works it cites.

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2018

Later among the works it cites.

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Later among the works it cites.

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Later among the works it cites.

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Later among the works it cites.

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Later among the works it cites.

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2019

Later among the works it cites.

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Later among the works it cites.

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2021

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