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Cosmological feedback from a halo assembly perspective
Phys. Rev. D 112, 063541 – Published 19 September, 2025
DOI: https://doi.org/10.1103/vh8n-9cr2
Abstract
The impact of feedback from galaxy formation on cosmological probes is typically quantified in terms of the suppression of the matter power spectrum in hydrodynamical compared to gravity-only simulations. In this paper, we instead study how baryonic feedback impacts halo assembly histories and thereby imprints on cosmological observables. We investigate the sensitivity of the thermal Sunyaev-Zel’dovich effect (tSZ) power spectrum, X-ray number counts, weak lensing and kinetic Sunyaev-Zel’dovich (kSZ) stacked profiles to halo populations as a function of mass and redshift. We then study the imprint of different feedback implementations in the FLAMINGO suite of cosmological simulations on the assembly histories of these halo populations, as a function of radial scale. We find that kSZ profiles target lower-mass halos () compared to all other probes considered (). Feedback is inefficient in high-mass clusters with at , but was more efficient at earlier times in the same population, with a effect on mass at (depending on radial scale). Conversely, for lower-mass halos with at , feedback exhibits a effect on mass at but had little impact at earlier times (). These findings are tied together by noting that, regardless of redshift, feedback most efficiently redistributes baryons when halos reach a mass of and ceases to have any significant effect by the time . We put forward strategies for minimizing sensitivity of lensing analyses to baryonic feedback, and for exploring baryonic resolutions to the unexpectedly low tSZ power in cosmic microwave background observations.
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References (106)
- N. E. Chisari, A. J. Mead, S. Joudaki, P. G. Ferreira, A. Schneider, J. Mohr, T. Tröster, D. Alonso, I. G. McCarthy, S. Martin-Alvarez, J. Devriendt, A. Slyz, and M. P. van Daalen, Modelling baryonic feedback for survey cosmology, Open J. Astrophys. 2, 4 (2019).
- M. P. van Daalen, J. Schaye, C. M. Booth, and C. Dalla Vecchia, The effects of galaxy formation on the matter power spectrum: A challenge for precision cosmology: Galaxy formation and the matter power spectrum, Mon. Not. R. Astron. Soc. 415, 3649 (2011).
- D. Eckert, M. Gaspari, F. Gastaldello, A. M. C. Le Brun, and E. O’Sullivan, Feedback from active galactic nuclei in galaxy groups, Universe 7, 142 (2021).
- E. Semboloni, H. Hoekstra, J. Schaye, M. P. van Daalen, and I. G. McCarthy, Quantifying the effect of baryon physics on weak lensing tomography: Baryon physics and weak lensing tomography, Mon. Not. R. Astron. Soc. 417, 2020 (2011).
- M. Schaller and J. Schaye, An analytic redshift-independent formulation of baryonic effects on the matter power spectrum, arXiv:2504.15633.
- E. Semboloni, H. Hoekstra, and J. Schaye, Effect of baryonic feedback on two- and three-point shear statistics: Prospects for detection and improved modelling, Mon. Not. R. Astron. Soc. 434, 148 (2013).
- A. Schneider, R. Teyssier, J. Stadel, N. E. Chisari, A. M. L. Brun, A. Amara, and A. Refregier, Quantifying baryon effects on the matter power spectrum and the weak lensing shear correlation, J. Cosmol. Astropart. Phys. 03 (2019) 020.
- M. P. van Daalen, I. G. McCarthy, and J. Schaye, Exploring the effects of galaxy formation on matter clustering through a library of simulation power spectra, Mon. Not. R. Astron. Soc. 491, 2424 (2020).
- S. N. B. Debackere, J. Schaye, and H. Hoekstra, The impact of the observed baryon distribution in haloes on the total matter power spectrum, Mon. Not. R. Astron. Soc. 492, 2285 (2019).
- G. Aricò, R. E. Angulo, C. Hernández-Monteagudo, S. Contreras, and M. Zennaro, Simultaneous modelling of matter power spectrum and bispectrum in the presence of baryons, Mon. Not. R. Astron. Soc. 503, 3596 (2021).
- J. Salcido, I. G. McCarthy, J. Kwan, A. Upadhye, and A. S. Font, Sp(k)—A hydrodynamical simulation-based model for the impact of baryon physics on the non-linear matter power spectrum, Mon. Not. R. Astron. Soc. 523, 2247 (2023).
- S. Grandis, G. Aricò, A. Schneider, and L. Linke, Determining the baryon impact on the matter power spectrum with galaxy clusters, Mon. Not. R. Astron. Soc. 528, 4379 (2024).
- M. Sun, G. M. Voit, M. Donahue, C. Jones, W. Forman, and A. Vikhlinin, Chandra studies of the x-ray gas properties of galaxy groups, Astrophys. J. 693, 1142 (2009).
- L. Lovisari, T. H. Reiprich, and G. Schellenberger, Scaling properties of a complete x-ray selected galaxy group sample, Astron. Astrophys. 573, A118 (2015).
- D. Akino, D. Eckert, N. Okabe, M. Sereno, K. Umetsu, M. Oguri, F. Gastaldello, I.-N. Chiu, S. Ettori, A. E. Evrard, A. Farahi, B. Maughan, M. Pierre, M. Ricci, I. Valtchanov, I. McCarthy, S. McGee, S. Miyazaki, A. J. Nishizawa, and M. Tanaka, HSC-XXL: Baryon budget of the 136 XXL groups and clusters, Publ. Astron. Soc. Jpn. 74, 175 (2022).
- E. Schaan, S. Ferraro, S. Amodeo, N. Battaglia, S. Aiola, J. E. Austermann, J. A. Beall, R. Bean, D. T. Becker, R. J. Bond, E. Calabrese, V. Calafut, S. K. Choi, E. V. Denison, M. J. Devlin et al., Atacama Cosmology Telescope: Combined kinematic and thermal Sunyaev-Zel’dovich measurements from BOSS CMASS and LOWZ halos, Phys. Rev. D 103, 063513 (2021).
- B. Hadzhiyska et al., Evidence for large baryonic feedback at low and intermediate redshifts from kinematic Sunyaev-Zel’dovich observations with ACT and DESI photometric galaxies, arXiv:2407.07152.
- L. Bigwood, A. Amon, A. Schneider, J. Salcido, I. G. McCarthy, C. Preston, D. Sanchez, D. Sijacki, E. Schaan, S. Ferraro, N. Battaglia, A. Chen, S. Dodelson, A. Roodman, A. Pieres et al., Weak lensing combined with the kinetic Sunyaev-Zel’dovich effect: A study of baryonic feedback, Mon. Not. R. Astron. Soc. 534, 655 (2024).
- I. G. McCarthy, A. Amon, J. Schaye, E. Schaan, R. E. Angulo, J. Salcido, M. Schaller, L. Bigwood, W. Elbers, R. Kugel, J. C. Helly, V. J. Forouhar Moreno, C. S. Frenk, R. J. McGibbon, L. Ondaro-Mallea, and M. P. van Daalen, FLAMINGO: Combining kinetic SZ effect and galaxy-galaxy lensing measurements to gauge the impact of feedback on large-scale structure, arXiv:2410.19905.
- B. Hadzhiyska, S. Ferraro, and R. Zhou, Tracing cosmic gas in filaments and halos: Low-redshift insights from the kinematic Sunyaev-Zel’dovich effect, Phys. Rev. D 111, 023534 (2025).
- M. P. van Daalen and J. Schaye, The contributions of matter inside and outside of haloes to the matter power spectrum, Mon. Not. R. Astron. Soc. 452, 2247 (2015).
- M. L. van Loon and M. P. van Daalen, The contribution of massive haloes to the matter power spectrum in the presence of AGN feedback, Mon. Not. R. Astron. Soc. 528, 4623 (2024).
- A. J. Mead, T. Tröster, C. Heymans, L. Van Waerbeke, and I. G. McCarthy, A hydrodynamical halo model for weak-lensing cross correlations, Astron. Astrophys. 641, A130 (2020).
- C.-H. To, S. Pandey, E. Krause, N. Dalal, D. Anbajagane, and D. H. Weinberg, Deciphering baryonic feedback with galaxy clusters, J. Cosmol. Astropart. Phys. 07 (2024) 037.
- E. Komatsu and U. Seljak, The Sunyaev-Zel’dovich angular power spectrum as a probe of cosmological parameters, Mon. Not. R. Astron. Soc. 336, 1256 (2002).
- R. Makiya, S. Ando, and E. Komatsu, Joint analysis of the thermal Sunyaev–Zeldovich effect and 2mass galaxies: Probing gas physics in the local universe and beyond, Mon. Not. R. Astron. Soc. 480, 3928 (2018).
- N. Battaglia, J. R. Bond, C. Pfrommer, and J. L. Sievers, On the cluster physics of Sunyaev-Zel’dovich and X-ray surveys. II. Deconstructing the thermal SZ power spectrum, Astrophys. J. 758, 75 (2012).
- I. G. McCarthy, A. M. C. Le Brun, J. Schaye, and G. P. Holder, The thermal Sunyaev-Zzel’dovich effect power spectrum in light of planck, Mon. Not. R. Astron. Soc. 440, 3645 (2014).
- W. Elbers, C. S. Frenk, A. Jenkins, B. Li, J. C. Helly, R. Kugel, M. Schaller, J. Schaye, J. Braspenning, J. Kwan, I. G. McCarthy, J. Salcido, M. P. van Daalen, B. Vandenbroucke, and S. Pascoli, The FLAMINGO project: The coupling between baryonic feedback and cosmology in light of the tension, Mon. Not. R. Astron. Soc. 537, 2160 (2025).
- E. Bulbul et al., The SRG/eROSITA all-sky survey—The first catalog of galaxy clusters and groups in the Western Galactic Hemisphere, Astron. Astrophys. 685, A106 (2024).
- P. Popesso, I. Marini, K. Dolag, G. Lamer, B. Csizi, V. Biffi, A. Robothan, M. Bravo, A. Biviano, S. Vladutesku-Zopp, L. Lovisari, S. Ettori, M. Angelinelli, S. Driver, V. Toptun et al., Average X-ray properties of galaxy groups. From Milky Way-like halos to massive clusters, arXiv:2411.17120.
- I. G. McCarthy, J. Schaye, S. Bird, and A. M. C. Le Brun, The bahamas project: Calibrated hydrodynamical simulations for large-scale structure cosmology, Mon. Not. R. Astron. Soc. 465, 2936 (2016).
- J. Schaye, R. Kugel, M. Schaller, J. C. Helly, J. Braspenning, W. Elbers, I. G. McCarthy, M. P. van Daalen, B. Vandenbroucke, C. S. Frenk, J. Kwan, J. Salcido, Y. M. Bahé, J. Borrow, E. Chaikin, O. Hahn, F. Huško, A. Jenkins, C. G. Lacey, and F. S. J. Nobels, The flamingo project: Cosmological hydrodynamical simulations for large-scale structure and galaxy cluster surveys, Mon. Not. R. Astron. Soc. 526, 4978 (2023).
- N. Aghanim et al. (Planck Collaboration), Planck 2015 results. XXII. A map of the thermal Sunyaev-Zeldovich effect, Astron. Astrophys. 594, A22 (2016).
- B. Bolliet, B. Comis, E. Komatsu, and J. F. Macías-Pérez, Dark energy constraints from the thermal Sunyaev–Zeldovich power spectrum, Mon. Not. R. Astron. Soc. 477, 4957 (2018).
- A. Schneider, S. K. Giri, S. Amodeo, and A. Refregier, Constraining baryonic feedback and cosmology with weak-lensing, x-ray, and kinematic Sunyaev-Zzeldovich observations, Mon. Not. R. Astron. Soc. 514, 3802 (2022).
- S. K. Choi, M. Hasselfield, S.-P. P. Ho, B. Koopman, M. Lungu, M. H. Abitbol, G. E. Addison, P. A. R. Ade, S. Aiola, D. Alonso, M. Amiri, S. Amodeo, E. Angile, J. E. Austermann, T. Baildon, N. Battaglia et al., The Atacama Cosmology Telescope: A measurement of the cosmic microwave background power spectra at 98 and 150 Ghz, J. Cosmol. Astropart. Phys. 12 (2020) 045.
- C. L. Reichardt, S. Patil, P. A. R. Ade, A. J. Anderson, J. E. Austermann, J. S. Avva, E. Baxter, J. A. Beall, A. N. Bender, B. A. Benson, F. Bianchini, L. E. Bleem, J. E. Carlstrom, C. L. Chang, P. Chaubal et al., An improved measurement of the secondary cosmic microwave background anisotropies from the SPT-SZ + SPTpol surveys, Astrophys. J. 908, 199 (2021).
- I. G. McCarthy, S. Bird, J. Schaye, J. Harnois-Deraps, A. S. Font, and L. van Waerbeke, The BAHAMAS project: The CMB–large-scale structure tension and the roles of massive neutrinos and galaxy formation, Mon. Not. R. Astron. Soc. 476, 2999 (2018).
- G. Efstathiou and F. McCarthy, The power spectrum of the thermal Sunyaev-Zeldovich effect, arXiv:2502.10232.
- E. Schaan, S. Ferraro, M. Vargas-Magaña, K. M. Smith, S. Ho, S. Aiola, N. Battaglia, J. R. Bond, F. De Bernardis, E. Calabrese, H.-M. Cho, M. J. Devlin, J. Dunkley, P. A. Gallardo, M. Hasselfield et al. (ACTPol Collaboration), Evidence for the kinematic Sunyaev-Zel’dovich effect with the Atacama Cosmology Telescope and velocity reconstruction from the baryon oscillation spectroscopic survey, Phys. Rev. D 93, 082002 (2016).
- N. Hand, G. E. Addison, E. Aubourg, N. Battaglia, E. S. Battistelli, D. Bizyaev, J. R. Bond, H. Brewington, J. Brinkmann, B. R. Brown, S. Das, K. S. Dawson, M. J. Devlin, J. Dunkley, R. Dunner et al., Evidence of galaxy cluster motions with the kinematic Sunyaev-Zel’dovich effect, Phys. Rev. Lett. 109, 041101 (2012).
- P. A. R. Ade et al. (Planck Collaboration), Planck intermediate results. XXXVII. Evidence of unbound gas from the kinetic Sunyaev-Zeldovich effect, Astron. Astrophys. 586, A140 (2016).
- J. C. Hill, S. Ferraro, N. Battaglia, J. Liu, and D. N. Spergel, Kinematic Sunyaev-Zel’dovich effect with projected fields: A novel probe of the baryon distribution with Planck, WMAP, and WISE data, Phys. Rev. Lett. 117, 051301 (2016).
- S. Amodeo et al., Atacama Cosmology Telescope: Modeling the gas thermodynamics in BOSS CMASS galaxies from kinematic and thermal Sunyaev-Zel’dovich measurements, Phys. Rev. D 103, 063514 (2021).
- C. P. Ahn, R. Alexandroff, C. Allende Prieto, F. Anders, S. F. Anderson, T. Anderton, B. H. Andrews, É. Aubourg, S. Bailey, F. A. Bastien, J. E. Bautista, T. C. Beers, A. Beifiori, C. F. Bender, A. A. Berlind, F. Beutler et al., The tenth data release of the sloan digital sky survey: First spectroscopic data from the SDSS-III Apache point observatory galactic evolution experiment, Astrophys. J. Suppl. Ser. 211, 17 (2014).
- J. F. Navarro, C. S. Frenk, and S. D. M. White, A universal density profile from hierarchical clustering, Astrophys. J. 490, 493 (1997).
- M. Schaller, J. Borrow, P. W. Draper, M. Ivkovic, S. McAlpine, B. Vandenbroucke, Y. Bahé, E. Chaikin, A. B. G. Chalk, T. K. Chan, C. Correa, M. van Daalen, W. Elbers, P. Gonnet, L. Hausammann et al., Swift: A modern highly parallel gravity and smoothed particle hydrodynamics solver for astrophysical and cosmological applications, Mon. Not. R. Astron. Soc. 530, 2378 (2024).
- J. Borrow, M. Schaller, R. G. Bower, and J. Schaye, SPHENIX: Smoothed particle hydrodynamics for the next generation of galaxy formation simulations, Mon. Not. R. Astron. Soc. 511, 2367 (2022).
- O. Hahn, C. Rampf, and C. Uhlemann, Higher order initial conditions for mixed baryon–CDM simulations, Mon. Not. R. Astron. Soc. 503, 426 (2021).
- W. Elbers, C. S. Frenk, A. Jenkins, B. Li, and S. Pascoli, Higher order initial conditions with massive neutrinos, Mon. Not. R. Astron. Soc. 516, 3821 (2022).
- T. M. C. Abbott, M. Aguena, A. Alarcon, S. Allam, O. Alves, A. Amon, F. Andrade-Oliveira, J. Annis, S. Avila, D. Bacon, E. Baxter, K. Bechtol, M. R. Becker, G. M. Bernstein, S. Bhargava et al. (DES Collaboration), Dark Energy Survey year 3 results: Cosmological constraints from galaxy clustering and weak lensing, Phys. Rev. D 105, 023520 (2022).
- R. Kugel, J. Schaye, M. Schaller, J. C. Helly, J. Braspenning, W. Elbers, C. S. Frenk, I. G. McCarthy, J. Kwan, J. Salcido, M. P. van Daalen, B. Vandenbroucke, Y. M. Bahé, J. Borrow, E. Chaikin, F. Huško, A. Jenkins, C. G. Lacey, F. S. J. Nobels, and I. Vernon, FLAMINGO: Calibrating large cosmological hydrodynamical simulations with machine learning, Mon. Not. R. Astron. Soc. 526, 6103 (2023).
- S. L. Mulroy, A. Farahi, A. E. Evrard, G. P. Smith, A. Finoguenov, C. O’Donnell, D. P. Marrone, Z. Abdulla, H. Bourdin, J. E. Carlstrom, J. Démoclès, C. P. Haines, R. Martino, P. Mazzotta, S. L. McGee, and N. Okabe, LoCuSS: Scaling relations between galaxy cluster mass, gas, and stellar content, Mon. Not. R. Astron. Soc. 484, 60 (2019).
- H. Hoekstra, R. Herbonnet, A. Muzzin, A. Babul, A. Mahdavi, M. Viola, and M. Cacciato, The Canadian cluster comparison project: Detailed study of systematics and updated weak lensing masses, Mon. Not. R. Astron. Soc. 449, 685 (2015).
- V. J. Forouhar Moreno, J. Helly, R. McGibbon, J. Schaye, M. Schaller, J. Han, and R. Kugel, Assessing subhalo finders in cosmological hydrodynamical simulations, arXiv:2502.06932.
- J. Han, S. Cole, C. S. Frenk, A. Benitez-Llambay, and J. Helly, : An improved code for finding subhaloes and building merger trees in cosmological simulations, Mon. Not. R. Astron. Soc. 474, 604 (2018).
- R. McGibbon, J. C. Helly, J. Schaye, M. Schaller, and B. Vandenbroucke, Soap: A Python package for calculating the properties of galaxies and halos formed in cosmological simulations, J. Open Source Softwaare 10, 8252 (2025).
- J. F. Navarro, C. S. Frenk, and S. D. M. White, A universal density profile from hierarchical clustering, Astrophys. J. 490, 493 (1997).
- B. Diemer and M. Joyce, An accurate physical model for halo concentrations, Astrophys. J. 871, 168 (2019).
- B. Diemer and A. V. Kravtsov, A universal model for halo concentrations, Astrophys. J. 799, 108 (2015).
- A. Refregier and R. Teyssier, Numerical and analytical predictions for the large scale Sunyaev-Zel’dovich effect, Phys. Rev. D 66, 043002 (2002).
- E. Komatsu and T. Kitayama, Sunyaev-zeldovich fluctuations from spatial correlations between clusters of galaxies, Astrophys. J. 526, L1 (1999).
- B. Bolliet, A. Kusiak, F. McCarthy, A. Sabyr, K. Surrao, J. C. Hill, J. Chluba, S. Ferraro, B. Hadzhiyska, D. Han, J. F. Macías-Pérez, M. Madhavacheril, A. Maniyar, Y. Mehta, S. Pandey, E. Schaan, B. Sherwin, A. S. Mancini, and I. Zubeldia, class_sz I: Overview, EPJ Web Conf. 293, 00008 (2024).
- J. Tinker, A. V. Kravtsov, A. Klypin, K. Abazajian, M. Warren, G. Yepes, S. Gottlöber, and D. E. Holz, Toward a halo mass function for precision cosmology: The limits of universality, Astrophys. J. 688, 709 (2008).
- D. Nagai, A. V. Kravtsov, and A. Vikhlinin, Effects of galaxy formation on thermodynamics of the intracluster medium, Astrophys. J. 668, 1 (2007).
- G. P. Holder, I. G. McCarthy, and A. Babul, The Sunyaev-Zeldovich background, Mon. Not. R. Astron. Soc. 382, 1697 (2007).
- A. Cooray and R. Sheth, Halo models of large scale structure, Phys. Rep. 372, 1 (2002).
- M. Asgari, A. J. Mead, and C. Heymans, The halo model for cosmology: A pedagogical review, Open J. Astrophys. 6, 39 (2023).
- J. L. Tinker, B. E. Robertson, A. V. Kravtsov, A. Klypin, M. S. Warren, G. Yepes, and S. Gottlöber, The large-scale bias of dark matter halos: Numerical calibration and model tests, Astrophys. J. 724, 878 (2010).
- L. F. Secco, S. Samuroff, E. Krause, B. Jain, J. Blazek, M. Raveri, A. Campos, A. Amon, A. Chen, C. Doux, A. Choi, D. Gruen, G. Bernstein, C. Chang, J. DeRose et al., Dark Energy Survey year 3 results: Cosmology from cosmic shear and robustness to modeling uncertainty, Phys. Rev. D 105, 023515 (2022).
- A. Amon, D. Gruen, M. A. Troxel, N. MacCrann, S. Dodelson, A. Choi, C. Doux, L. Secco, S. Samuroff, E. Krause, J. Cordero, J. Myles, J. DeRose, R. H. Wechsler, M. Gatti et al., Dark Energy Survey year 3 results: Cosmology from cosmic shear and robustness to data calibration, Phys. Rev. D 105, 023514 (2022).
- M. Asgari, C.-A. Lin, B. Joachimi, B. Giblin, C. Heymans, H. Hildebrandt, A. Kannawadi, B. Stölzner, T. Tröster, J. L. van den Busch, A. H. Wright, M. Bilicki, C. Blake, J. de Jong, A. Dvornik et al., Kids-1000 cosmology: Cosmic shear constraints and comparison between two point statistics, Astron. Astrophys. 645, A104 (2021).
- C.-H. To, S. Pandey, E. Krause, N. Dalal, D. Anbajagane, and D. H. Weinberg, Deciphering baryonic feedback with galaxy clusters, J. Cosmol. Astropart. Phys. 07 (2024) 037.
- V. Ghirardini, E. Bulbul, E. Artis, N. Clerc, C. Garrel, S. Grandis, M. Kluge, A. Liu, Y. E. Bahar, F. Balzer, I. Chiu, J. Comparat, D. Gruen, F. Kleinebreil, S. Krippendorf et al., The SRG/eROSITA all-sky survey: Cosmology constraints from cluster abundances in the western Galactic hemisphere, Astron. Astrophys. 689, A298 (2024).
- D. Piras, H. V. Peiris, A. Pontzen, L. Lucie-Smith, N. Guo, and B. Nord, A robust estimator of mutual information for deep learning interpretability, Mach. Learn.: Sci. Technol. 4, 025006 (2023).
- R. Zhou et al., Desi luminous red galaxy samples for cross-correlations, J. Cosmol. Astropart. Phys. 11 (2023) 097.
- R. Zhou, B. Dey, J. A. Newman, D. J. Eisenstein, K. Dawson, S. Bailey, A. Berti, J. Guy, T.-W. Lan, H. Zou, J. Aguilar, S. Ahlen, S. Alam, D. Brooks, A. de la Macorra et al., Target selection and validation of DESI luminous red galaxies, Astron. J. 165, 58 (2023).
- A. Dey, D. J. Schlegel, D. Lang, R. Blum, K. Burleigh, X. Fan, J. R. Findlay, D. Finkbeiner, D. Herrera, S. Juneau, M. Landriau, M. Levi, I. McGreer, A. Meisner, A. D. Myers et al., Overview of the DESI legacy imaging surveys, Astron. J. 157, 168 (2019).
- R. H. Wechsler and J. L. Tinker, The connection between galaxies and their dark matter halos, Annu. Rev. Astron. Astrophys. 56, 435 (2018).
- P. S. Behroozi, C. Conroy, and R. H. Wechsler, A comprehensive analysis of uncertainties affecting the stellar mass-halo mass relation for , Astrophys. J. 717, 379 (2010).
- B. P. Moster, R. S. Somerville, C. Maulbetsch, F. C. van den Bosch, A. V. Macciò, T. Naab, and L. Oser, Constraints on the relationship between stellar mass and halo mass at low and high redshift, Astrophys. J. 710, 903 (2010).
- S. Yuan et al., The DESI one-per cent survey: Exploring the halo occupation distribution of luminous red galaxies and quasi-stellar objects with ABACUSSUMMIT, Mon. Not. R. Astron. Soc. 530, 947 (2024).
- S. Genel, R. Genzel, N. Bouché, T. Naab, and A. Sternberg, The halo merger rate in the millennium simulation and implications for observed galaxy merger fractions, Astrophys. J. 701, 2002 (2009).
- C. Maraston et al., Stellar masses of SDSS-III/BOSS galaxies at and constraints to galaxy formation models, Mon. Not. R. Astron. Soc. 435, 2764 (2013).
- K. Umetsu et al., Weak-lensing analysis of x-ray-selected XXL galaxy groups and clusters with Subaru HSC data, Astrophys. J. 890, 148 (2020).
- P. D. Mitchell and J. Schaye, Baryonic mass budgets for haloes in the EAGLE simulation, including ejected and prevented gas, Mon. Not. R. Astron. Soc. 511, 2600 (2021).
- P. S. Behroozi, R. H. Wechsler, and C. Conroy, On the lack of evolution in galaxy star formation efficiency, Astrophys. J. Lett. 762, L31 (2013).
- A. Vikhlinin, M. Markevitch, S. S. Murray, C. Jones, W. Forman, and L. Van Speybroeck, Chandra temperature profiles for a sample of nearby relaxed galaxy clusters, Astrophys. J. 628, 655 (2005).
- I. G. McCarthy, J. Salcido, J. Schaye, J. Kwan, W. Elbers, R. Kugel, M. Schaller, J. C. Helly, J. Braspenning, C. S. Frenk, M. P. van Daalen, B. Vandenbroucke, J. T. Conley, A. S. Font, and A. Upadhye, The FLAMINGO project: Revisiting the tension and the role of baryonic physics, Mon. Not. R. Astron. Soc. 526, 5494 (2023).
- E. Quataert and P. F. Hopkins, Cosmic ray feedback in massive halos: Implications for the distribution of baryons, Open J. Astrophys. 8, 66 (2025).
- I. G. McCarthy, J. Schaye, R. G. Bower, T. J. Ponman, C. M. Booth, C. D. Vecchia, and V. Springel, Gas expulsion by quasar-driven winds as a solution to the overcooling problem in galaxy groups and clusters: How quasar winds solve overcooling in groups, Mon. Not. R. Astron. Soc. 412, 1965 (2011).
- E. Altamura, S. T. Kay, J. Schaye, I. G. McCarthy, and M. Schaller, Entropy plateaus can emerge from gas replacement at a characteristic halo mass in simulated groups and clusters of galaxies, Mon. Not. R. Astron. Soc. 3367, 3387 (2025).
- X. Shi and E. Komatsu, Analytical model for non-thermal pressure in galaxy clusters, Mon. Not. R. Astron. Soc. 442, 521 (2014).
- H. Joo and M. J. Jee, Intracluster light is already abundant at redshift beyond unity, Nature (London) 613, 37 (2023).
- C. Heymans, T. Tröster, M. Asgari, C. Blake, H. Hildebrandt, B. Joachimi, K. Kuijken, C.-A. Lin, A. G. Sánchez, J. L. van den Busch, A. H. Wright, A. Amon, M. Bilicki, J. de Jong, M. Crocce et al., KiDS-1000 cosmology: Multi-probe weak gravitational lensing and spectroscopic galaxy clustering constraints, Astron. Astrophys. 646, A140 (2021).
- A. Amon and G. Efstathiou, A non-linear solution to the s8 tension?, Mon. Not. R. Astron. Soc. 516, 5355 (2022).
- C. Preston, A. Amon, and G. Efstathiou, A non-linear solution to the tension—II. Analysis of DES year 3 cosmic shear, Mon. Not. R. Astron. Soc. 525, 5554 (2023).
- B. Stölzner, A. H. Wright, M. Asgari, C. Heymans, H. Hildebrandt, H. Hoekstra, B. Joachimi, K. Kuijken, S.-S. Li, C. Mahony, R. Reischke, M. Yoon, M. Bilicki, P. Burger, N. E. Chisari et al., KiDS-legacy: Consistency of cosmic shear measurements and joint cosmological constraints with external probes, arXiv:2503.19442.
- A. H. Wright, B. Stölzner, M. Asgari, M. Bilicki, B. Giblin, C. Heymans, H. Hildebrandt, H. Hoekstra, B. Joachimi, K. Kuijken, S.-S. Li, R. Reischke, M. von Wietersheim-Kramsta, M. Yoon, P. Burger et al., KiDS-legacy: Cosmological constraints from cosmic shear with the complete kilo-degree survey, arXiv:2503.19441.
- T. Abbott, M. Aguena, A. Alarcon, O. Alves, A. Amon, F. Andrade-Oliveira, M. Asgari, S. Avila, D. Bacon, K. Bechtol, M. R. Becker, G. M. Bernstein, E. Bertin, M. Bilicki, J. Blazek, S. Bocquet et al., Des y3 kids-1000: Consistent cosmology combining cosmic shear surveys, Open J. Astrophys. 6, 40 (2023).
- G. Piccirilli, M. Zennaro, C. García-García, and D. Alonso, Robust cosmic shear with small-scale nulling, arXiv:2502.17339.
- P. L. Taylor, F. Bernardeau, and E. Huff, Cosmic shear: Optimally removing sensitivity to baryonic and nonlinear physics with an application to the dark energy survey year 1 shear data, Phys. Rev. D 103, 043531 (2021).
- F. Bernardeau, T. Nishimichi, and A. Taruya, Cosmic shear full nulling: Sorting out dynamics, geometry and systematics, Mon. Not. R. Astron. Soc. 445, 1526 (2014).
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