- Open Access
Multiprobe constraints on early and late time dark energy
Phys. Rev. D 113, 103512 – Published 7 May, 2026
DOI: https://doi.org/10.1103/w737-nk6r
Abstract
We perform a multiprobe analysis combining cosmic microwave background (CMB) data from Planck and the Atacama Cosmology Telescope (ACT), ACT CMB lensing, and large-scale structure (LSS) measurements from the Dark Energy Spectroscopic Instrument (DESI), including DESI Legacy Imaging Survey (LS) galaxies and baryon acoustic oscillations (BAOs). We present the first analysis of ACT DR6 lensing, DESI LS, and Planck Integrated Sachs-Wolfe (ISW). Within , this yields , in good agreement with primary CMB inferences and provides a sound-horizon-free Hubble constant constraint of . Then, combining with CMB primary and BAO, we reconfirm a CMB–BAO discrepancy in the plane, which is heightened when combining BAO with the data vector. We explore two dark-energy extensions that may reconcile this: an early-time modification, early dark energy (EDE), and late-time dynamical dark energy (DDE) parametrized by . For CMB , we find a preference for DDE over , while EDE is modestly favored at . The models address different shortcomings of : DDE relaxes the neutrino mass bound ( vs under ), making it compatible with neutrino oscillation measurements, while EDE raises the Hubble constant to , easing the discrepancy with SH0ES. However, neither model resolves both issues simultaneously. Our analysis indicates that both DDE and EDE remain viable extensions of within current uncertainties and demonstrates the capacity of combined probes to place increasingly stringent constraints on cosmological parameters.
Physics Subject Headings (PhySH)
Article Text
References (134)
- T. M. C. Abbott et al. (DES Collaboration), Dark Energy Survey Year 3 results: Cosmological constraints from galaxy clustering and weak lensing, Phys. Rev. D 105, 023520 (2022).
- Catherine Heymans et al., KiDS-1000 Cosmology: Multi-probe weak gravitational lensing and spectroscopic galaxy clustering constraints, Astron. Astrophys. 646, A140 (2021).
- Sunao Sugiyama et al., Hyper Suprime-Cam Year 3 results: Cosmology from galaxy clustering and weak lensing with HSC and SDSS using the minimal bias model, Phys. Rev. D 108, 123521 (2023).
- Gerrit S. Farren et al., Atacama Cosmology Telescope: Multiprobe cosmology with unWISE galaxies and ACT DR6 CMB lensing, Phys. Rev. D 111, 083516 (2025).
- Andrina Nicola, Alexandre Refregier, and Adam Amara, Integrated cosmological probes: Extended analysis, Phys. Rev. D 95, 083523 (2017).
- Andrina Nicola, Alexandre Refregier, and Adam Amara, Integrated approach to cosmology: Combining CMB, large-scale structure and weak lensing, Phys. Rev. D 94, 083517 (2016).
- Alexander Reeves, Andrina Nicola, and Alexandre Refregier, Tuning the cosmic instrument: Robust cosmology through combined probes, J. Cosmol. Astropart. Phys. 06 (2025) 042.
- T. M. C. Abbott et al. (DES and SPT Collaborations), Joint analysis of Dark Energy Survey Year 3 data and CMB lensing from SPT and Planck. III. Combined cosmological constraints, Phys. Rev. D 107, 023531 (2023).
- Jiachuan Xu, Tim Eifler, Vivian Miranda, Xiao Fang, Evan Saraivanov, Elisabeth Krause, Hung-Jin Huang, Karim Benabed, and Kunhao Zhong, Constraining baryonic physics with DES Y1 and Planck data: Combining galaxy clustering, weak lensing, and CMB lensing, Phys. Rev. D 110, 063532 (2024).
- DESI Collaboration, DESI DR2 Results II: Measurements of Baryon Acoustic Oscillations, Phys. Rev. D 112, 083515 (2025).
- K. Lodha et al. (DESI Collaboration), Extended dark energy analysis using DESI DR2 BAO measurements, Phys. Rev. D 112, 083511 (2025).
- E. Chaussidon et al., Early time solution as an alternative to the late time evolving dark energy with DESI DR2 BAO, Phys. Rev. D 112, 063548 (2025).
- Vivian Poulin, Tristan L. Smith, Rodrigo Calderón, and Théo Simon, Impact of ACT DR6 and DESI DR2 for early dark energy and the Hubble tension, Phys. Rev. D 113, 063519 (2026).
- Seyed Hamidreza Mirpoorian, Karsten Jedamzik, and Levon Pogosian, Is dynamical dark energy necessary? DESI BAO and modified recombination, J. Cosmol. Astropart. Phys. 12 (2025) 050.
- Gabriel P. Lynch, Lloyd Knox, and Jens Chluba, DESI observations and the Hubble tension in light of modified recombination, Phys. Rev. D 110, 083538 (2024).
- Alexander Reeves, Andrina Nicola, Alexandre Refregier, Tomasz Kacprzak, and Luis Fernando Machado Poletti Valle, combined probes: Pipeline, neutrino mass, and data compression, J. Cosmol. Astropart. Phys. 01 (2024) 042.
- Noah Sailer et al., Cosmological constraints from the cross-correlation of DESI Luminous Red Galaxies with CMB lensing from Planck PR4 and ACT DR6, J. Cosmol. Astropart. Phys. 06 (2025) 008.
- Frank J. Qu et al., Atacama Cosmology Telescope DR6 and DESI: Structure growth measurements from the cross-correlation of DESI legacy imaging galaxies and CMB lensing from ACT DR6 and Planck PR4, Phys. Rev. D 111, 103503 (2025).
- Joshua Kim et al., The Atacama Cosmology Telescope DR6 and DESI: Structure formation over cosmic time with a measurement of the cross-correlation of CMB lensing and luminous red galaxies, J. Cosmol. Astropart. Phys. 12 (2024) 022.
- Miguel A. Sabogal and Rafael C. Nunes, Robust evidence for dynamical dark energy from DESI Galaxy-CMB lensing cross-correlation and geometric probes, J. Cosmol. Astropart. Phys. 09 (2025) 084.
- D. Brout and et al., The Pantheon+ analysis: The full SN Ia data set and light-curve release, Astrophys. J. 938, 113 (2022).
- Adam G. Riess et al., A comprehensive measurement of the local value of the Hubble constant with Uncertainty from the Hubble space telescope and the SH0ES Team, Astrophys. J. Lett. 934, L7 (2022).
- R. Zhou et al., DESI luminous red galaxy samples for cross-correlations, J. Cosmol. Astropart. Phys. 11 (2023) 097.
- A. Dey et al., Overview of the DESI legacy imaging surveys, Astron. J. 157, 168 (2019).
- A. G. Adame et al. (DESI Collaboration), Validation of the scientific program for the Dark Energy Spectroscopic Instrument, Astron. J. 167, 62 (2024).
- https://data.desi.lbl.gov/public/papers/c3/lrg_xcorr_2023/.
- T. Louis et al. (ACT Collaboration), The Atacama Cosmology Telescope: DR6 power spectra, likelihoods and parameters, J. Cosmol. Astropart. Phys. 11 (2025) 062.
- L. Pagano, J. M. Delouis, S. Mottet, J. L. Puget, and L. Vibert, Reionization optical depth determination from Planck HFI data with ten percent accuracy, Astron. Astrophys. 635, A99 (2020).
- Heather Prince and Jo Dunkley, Compressed python likelihood for large scale temperature and polarization from Planck, Phys. Rev. D 105, 023518 (2022).
- Frank J. Qu et al. (ACT Collaboration), The Atacama Cosmology Telescope: A measurement of the DR6 CMB lensing power spectrum and its implications for structure growth, Astrophys. J. 962, 112 (2024).
- Y. Akrami et al. (Planck Collaboration), intermediate results. LVII. Joint Planck LFI and HFI data processing, Astron. Astrophys. 643, A42 (2020).
- M. Tristram et al., Cosmological parameters from the final Planck data release (PR4), Astron. Astrophys. 682, A37 (2024).
- DESI Collaboration, The DESI experiment part II: Instrument design, arXiv:1611.00037.
- Jesus Torrado and Antony Lewis, cobaya: Code for Bayesian analysis of hierarchical physical models, J. Cosmol. Astropart. Phys. 05 (2021) 057.
- Xiao Fang, Elisabeth Krause, Tim Eifler, and Niall MacCrann, Beyond Limber: Efficient computation of angular power spectra for galaxy clustering and weak lensing, J. Cosmol. Astropart. Phys. 05 (2020) 010.
- Nora Elisa Chisari et al. (LSST Dark Energy Science Collaboration), Core cosmology library: Precision cosmological predictions for LSST, Astrophys. J. Suppl. Ser. 242, 2 (2019).
- Laura Reymond, Alexander Reeves, Pierre Zhang, and Alexandre Refregier, : Fast differentiable angular power spectra beyond Limber, J. Cosmol. Astropart. Phys. 01 (2026) 043.
- D. Nelson Limber, The analysis of counts of the extragalactic nebulae in terms of a fluctuating density field, Astrophys. J. 117, 134 (1953).
- Vivian Poulin, Tristan L. Smith, Daniel Grin, Tanvi Karwal, and Marc Kamionkowski, Cosmological implications of ultralight axionlike fields, Phys. Rev. D 98, 083525 (2018).
- Diego Blas, Julien Lesgourgues, and Thomas Tram, The Cosmic Linear Anisotropy Solving System (class) II: Approximation schemes, J. Cosmol. Astropart. Phys. 07 (2011) 034.
- Erminia Calabrese et al. (ACT Collaboration), The Atacama Cosmology Telescope: DR6 constraints on extended cosmological models, J. Cosmol. Astropart. Phys. 11 (2025) 063.
- Nikhil Padmanabhan et al. (SDSS Collaboration), The clustering of luminous red galaxies in the Sloan Digital Sky Survey imaging data, Mon. Not. R. Astron. Soc. 378, 852 (2007).
- Mathew S. Madhavacheril et al. (ACT Collaboration), The Atacama Cosmology Telescope: DR6 gravitational lensing map and cosmological parameters, Astrophys. J. 962, 113 (2024).
- Niall MacCrann et al. (ACT Collaboration), The Atacama Cosmology Telescope: Mitigating the impact of extragalactic foregrounds for the DR6 cosmic microwave background lensing analysis, Astrophys. J. 966, 138 (2024).
- Alessio Spurio Mancini, Davide Piras, Justin Alsing, Benjamin Joachimi, and Michael P. Hobson, cosmopower: Emulating cosmological power spectra for accelerated Bayesian inference from next-generation surveys, Mon. Not. R. Astron. Soc. 511, 1771 (2022).
- Martín Abadi et al., tensorflow: Large-scale machine learning on heterogeneous systems, software available from https://www.tensorflow.org/ (2015).
- Jonathan Heek, Anselm Levskaya, Avital Oliver, Marvin Ritter, Bertrand Rondepierre, Andreas Steiner, and Marc van Zee, flax: A neural network library and ecosystem for jax (2024).
- E. Hivon, K. M. Gorski, C. B. Netterfield, B. P. Crill, S. Prunet, and F. Hansen, Master of the cosmic microwave background anisotropy power spectrum: A fast method for statistical analysis of large and complex cosmic microwave background data sets, Astrophys. J. 567, 2 (2002).
- David Alonso, Javier Sanchez, and Anže Slosar (LSST Dark Energy Science Collaboration), A unified pseudo- framework, Mon. Not. R. Astron. Soc. 484, 4127 (2019).
- Andrina Nicola, Carlos García-García, David Alonso, Jo Dunkley, Pedro G. Ferreira, Anže Slosar, and David N. Spergel, Cosmic shear power spectra in practice, J. Cosmol. Astropart. Phys. 03 (2021) 067.
- Kevin Wolz, David Alonso, and Andrina Nicola, Catalog-based pseudo-, J. Cosmol. Astropart. Phys. 01 (2025) 028.
- Antón Baleato Lizancos and Martin White, Harmonic analysis of discrete tracers of large-scale structure, J. Cosmol. Astropart. Phys. 05 (2024) 010.
- Douglas Potter, Joachim Stadel, and Romain Teyssier, pkdgrav3: Beyond trillion particle cosmological simulations for the next era of galaxy surveys, Comput. Astrophys. Cosmol. 4, 2 (2017).
- Raphael Sgier, Janis Fluri, Jörg Herbel, Alexandre Réfrégier, Adam Amara, Tomasz Kacprzak, and Andrina Nicola, Fast lightcones for combined cosmological probes, J. Cosmol. Astropart. Phys. 02 (2021) 047.
- N. Aghanim et al. (Planck Collaboration), Planck 2018 results. VI. Cosmological parameters, Astron. Astrophys. 641, A6 (2020); 652, C4(E) (2021).
- J. Hartlap, Patrick Simon, and P. Schneider, Why your model parameter confidences might be too optimistic: Unbiased estimation of the inverse covariance matrix, Astron. Astrophys. 464, 399 (2007).
- Marcel M. Schmittfull, Anthony Challinor, Duncan Hanson, and Antony Lewis, Joint analysis of CMB temperature and lensing-reconstruction power spectra, Phys. Rev. D 88, 063012 (2013).
- Julien Peloton, Marcel Schmittfull, Antony Lewis, Julien Carron, and Oliver Zahn, Full covariance of CMB and lensing reconstruction power spectra, Phys. Rev. D 95, 043508 (2017).
- Raphaël Kou and Antony Lewis, Improving CMB constraints on early Universe physics with LSS: A multi-probe forecast including cross-covariance, J. Cosmol. Astropart. Phys. 08 (2025) 031.
- Guido D’Amico, Leonardo Senatore, Pierre Zhang, and Henry Zheng, The Hubble tension in light of the full-shape analysis of large-scale structure data, J. Cosmol. Astropart. Phys. 05 (2021) 072.
- Tristan L. Smith, Vivian Poulin, José Luis Bernal, Kimberly K. Boddy, Marc Kamionkowski, and Riccardo Murgia, Early dark energy is not excluded by current large-scale structure data, Phys. Rev. D 103, 123542 (2021).
- Daniel Foreman-Mackey, David W. Hogg, Dustin Lang, and Jonathan Goodman, emcee: The MCMC Hammer, Publ. Astron. Soc. Pac. 125, 306 (2013).
- Alexander Reeves, Pierre Zhang, and Henry Zheng, pybird-jax: Accelerated inference in large-scale structure with model-independent emulation of one-loop galaxy power spectra, J. Cosmol. Astropart. Phys. 02 (2026) 016.
- Laura Herold, Elisa G. M. Ferreira, and Lukas Heinrich, Profile likelihoods in cosmology: When, why, and how illustrated with , massive neutrinos, and dark energy, Phys. Rev. D 111, 083504 (2025).
- Nils Schöneberg, Guillermo Franco Abellán, Andrea Pérez Sánchez, Samuel J. Witte, Vivian Poulin, and Julien Lesgourgues, The H0 Olympics: A fair ranking of proposed models, Phys. Rep. 984, 1 (2022).
- Steen Hannestad, Stochastic optimization methods for extracting cosmological parameters from cosmic microwave background radiation power spectra, Phys. Rev. D 61, 023002 (2000).
- Diederik P. Kingma and Jimmy Ba, Adam: A method for stochastic optimization, arXiv:1412.6980.
- James Bradbury et al., JAX: Composable transformations of Python+NumPy programs, version 0.3.13, 2018, http://github.com/jax-ml/jax.
- S. S. Wilks, The large-sample distribution of the likelihood ratio for testing composite hypotheses, Ann. Math. Stat. 9, 60 (1938).
- Evan McDonough, Meng-Xiang Lin, J. Colin Hill, Wayne Hu, and Shengjia Zhou, Early dark sector, the Hubble tension, and the swampland, Phys. Rev. D 106, 043525 (2022).
- Florian Niedermann and Martin S. Sloth, Hot new early dark energy: Towards a unified dark sector of neutrinos, dark energy and dark matter, Phys. Lett. B 835, 137555 (2022).
- Miguel Zumalacarregui, Gravity in the era of equality: Towards solutions to the Hubble problem without fine-tuned initial conditions, Phys. Rev. D 102, 023523 (2020).
- V. K. Oikonomou, Unifying inflation with early and late dark energy epochs in axion gravity, Phys. Rev. D 103, 044036 (2021).
- Gen Ye, Jun Zhang, and Yun-Song Piao, Alleviating both H0 and S8 tensions: Early dark energy lifts the CMB-lockdown on ultralight axion, Phys. Lett. B 839, 137770 (2023).
- Santanu Das, Arad Nasiri, and Yasaman K. Yazdi, Aspects of everpresent . Part II. Cosmological tests of current models, J. Cosmol. Astropart. Phys. 10 (2024) 076.
- Tristan L. Smith, Vivian Poulin, and Mustafa A. Amin, Oscillating scalar fields and the Hubble tension: A resolution with novel signatures, Phys. Rev. D 101, 063523 (2020).
- Michel Chevallier and David Polarski, Accelerating universes with scaling dark matter, Int. J. Mod. Phys. D 10, 213 (2001).
- Eric V. Linder, Exploring the expansion history of the universe, Phys. Rev. Lett. 90, 091301 (2003).
- Angus H. Wright et al., KiDS-Legacy: Cosmological constraints from cosmic shear with the complete Kilo-Degree Survey, Astron. Astrophys. 703, A158 (2025).
- M. Maus et al., A joint analysis of 3D clustering and galaxy x CMB-lensing cross-correlations with DESI DR1 galaxies, J. Cosmol. Astropart. Phys. 11 (2025) 077.
- Qianjun Hang, Shadab Alam, John A. Peacock, and Yan-Chuan Cai, Galaxy clustering in the DESI legacy survey and its imprint on the CMB, Mon. Not. R. Astron. Soc. 501, 1481 (2021).
- M. S. Madhavacheril et al., The Atacama Cosmology telescope: DR6 gravitational lensing map, Astrophys. J. 945, 123 (2023).
- Alexie Leauthaud et al., Lensing is low: Cosmology, galaxy formation, or new physics?, Mon. Not. R. Astron. Soc. 467, 3024 (2017).
- E. A. Zaborowski et al., A sound horizon-free measurement of in DESI 2024, J. Cosmol. Astropart. Phys. 06 (2025) 020.
- Gerrit S. Farren, Oliver H. E. Philcox, and Blake D. Sherwin, Determining the Hubble constant without the sound horizon: Perspectives with future galaxy surveys, Phys. Rev. D 105, 063503 (2022).
- Oliver H. E. Philcox, Gerrit S. Farren, Blake D. Sherwin, Eric J. Baxter, and Dillon J. Brout, Determining the Hubble constant without the sound horizon: A 3.6% constraint on from galaxy surveys, CMB lensing, and supernovae, Phys. Rev. D 106, 063530 (2022).
- Helena García Escudero, Seyed Hamidreza Mirpoorian, and Levon Pogosian, Sound-horizon-agnostic inference of the Hubble constant and neutrino mass from BAO, CMB lensing, and galaxy weak lensing and clustering, arXiv:2509.16202.
- Andrew Gelman, Posterior predictive assessment of model fitness via realized discrepancies, Stat. Sin. 6, 733 (1996).
- Xiao-Li Meng, Posterior predictive -values, Ann. Stat. 22, 1142 (1994).
- Wendy L. Freedman, Barry F. Madore, Taylor J. Hoyt, In Sung Jang, Abigail J. Lee, and Kayla A. Owens, Status report on the Chicago-Carnegie Hubble Program (CCHP): Measurement of the Hubble constant using the Hubble and James Webb Space Telescopes, Astrophys. J. 985, 203 (2025).
- E. Camphuis et al. (SPT-3G Collaboration), SPT-3G D1: CMB temperature and polarization power spectra and cosmology from 2019 and 2020 observations of the SPT-3G Main field, Phys. Rev. D 113, 083504 (2026).
- J. Colin Hill et al., Atacama Cosmology Telescope: Constraints on prerecombination early dark energy, Phys. Rev. D 105, 123536 (2022).
- Adrien La Posta, Thibaut Louis, Xavier Garrido, and J. Colin Hill, Constraints on prerecombination early dark energy from SPT-3G public data, Phys. Rev. D 105, 083519 (2022).
- A. R. Khalife et al. (SPT-3G Collaboration), SPT-3G D1: Axion early dark energy with CMB experiments and DESI, arXiv:2507.23355.
- Erik Rosenberg, Steven Gratton, and George Efstathiou, CMB power spectra and cosmological parameters from Planck PR4 with camspec, Mon. Not. R. Astron. Soc. 517, 4620 (2022).
- Evan McDonough, J. Colin Hill, Mikhail M. Ivanov, Adrien La Posta, and Michael W. Toomey, Observational constraints on early dark energy, Int. J. Mod. Phys. D 33, 2430003 (2024).
- Julien Lesgourgues and Sergio Pastor, Massive neutrinos and cosmology, Phys. Rep. 429, 307 (2006).
- Yvonne Y. Y. Wong, Neutrino mass in cosmology: Status and prospects, Annu. Rev. Nucl. Part. Sci. 61, 69 (2011).
- Cora Dvorkin et al., Neutrino mass from cosmology: Probing physics beyond the standard model, arXiv:1903.03689.
- Nathaniel Craig, Daniel Green, Joel Meyers, and Surjeet Rajendran, No is good news, J. High Energy Phys. 09 (2024) 097.
- Daniel Green and Joel Meyers, The cosmological preference for negative neutrino mass, Phys. Rev. D 111, 083507 (2025).
- W. Elbers et al. (DESI Collaboration), Constraints on neutrino physics from DESI DR2 BAO and DR1 full shape, Phys. Rev. D 112, 083513 (2025).
- Noah Sailer, Gerrit S. Farren, Simone Ferraro, and Martin White, : The high cost of a low optical depth, Phys. Rev. Lett. 136, 081002 (2026).
- Tanisha Jhaveri, Tanvi Karwal, and Wayne Hu, Turning a negative neutrino mass into a positive optical depth, Phys. Rev. D 112, 043541 (2025).
- Willem Elbers, Carlos S. Frenk, Adrian Jenkins, Baojiu Li, and Silvia Pascoli, Negative neutrino masses as a mirage of dark energy, Phys. Rev. D 111, 063534 (2025).
- Shouvik Roy Choudhury, Teppei Okumura, and Keiichi Umetsu, Cosmological constraints on non-phantom dynamical dark energy with DESI Data Release 2 Baryon Acoustic Oscillations: A lensing anomaly, Astrophys. J. Lett. 994, L26 (2025).
- S. Ahlen et al. (DESI Collaboration), Positive neutrino masses with DESI DR2 via matter conversion to dark energy, Phys. Rev. Lett. 135, 081003 (2025).
- Helen Shao, Jahmour J. Givans, Jo Dunkley, Mathew Madhavacheril, Frank J. Qu, Gerrit Farren, and Blake Sherwin, Cosmological limits on the neutrino mass sum for beyond- models, Phys. Rev. D 111, 083535 (2025).
- Shouvik Roy Choudhury and Teppei Okumura, Updated cosmological constraints in extended parameter space with Planck PR4, DESI Baryon Acoustic Oscillations, and Supernovae: Dynamical dark energy, neutrino masses, lensing anomaly, and the Hubble tension, Astrophys. J. Lett. 976, L11 (2024).
- Shouvik Roy Choudhury, Cosmology in extended parameter space with DESI Data Release 2 Baryon Acoustic Oscillations: A detection of nonzero neutrino masses with an update on dynamical dark energy and lensing anomaly, Astrophys. J. Lett. 986, L31 (2025).
- Frank J. Qu, Kristen M. Surrao, Boris Bolliet, J. Colin Hill, Blake D. Sherwin, Hidde T. Jense, and Adrien La Posta, Accelerated inference on accelerated cosmic expansion: New constraints on axionlike early dark energy with DESI BAO and ACT DR6 CMB lensing, Phys. Rev. D 111, 123507 (2025).
- Alexander Reeves, Laura Herold, Sunny Vagnozzi, Blake D. Sherwin, and Elisa G. M. Ferreira, Restoring cosmological concordance with early dark energy and massive neutrinos?, Mon. Not. R. Astron. Soc. 520, 3688 (2023).
- David Rubin et al., Union through UNITY: Cosmology with 2,000 SNe using a unified Bayesian framework, Astrophys. J. 986, 231 (2025).
- T. M. C. Abbott et al. (DES Collaboration), The Dark Energy Survey: Cosmology results with new high-redshift type Ia supernovae using the full 5 yr data set, Astrophys. J. Lett. 973, L14 (2024).
- Eoin Ó. Colgáin, Saeed Pourojaghi, M. M. Sheikh-Jabbari, and Lu Yin, How much has DESI dark energy evolved since DR1?, Phys. Dark Universe 52, 102268 (2026).
- Bum-Hoon Lee, Wonwoo Lee, Eoin Ó. Colgáin, M. M. Sheikh-Jabbari, and Somyadip Thakur, Is local at odds with dark energy EFT?, J. Cosmol. Astropart. Phys. 04 (2022) 004.
- J. Colin Hill, Evan McDonough, Michael W. Toomey, and Stephon Alexander, Early dark energy does not restore cosmological concordance, Phys. Rev. D 102, 043507 (2020).
- Sunny Vagnozzi, Seven Hints That early-time new physics alone is not sufficient to solve the Hubble tension, Universe 9, 393 (2023).
- Marika Asgari et al. (KiDS Collaboration), KiDS-1000 Cosmology: Cosmic shear constraints and comparison between two point statistics, Astron. Astrophys. 645, A104 (2021).
- Eleonora Di Valentino et al. (CosmoVerse Network Collaboration), The CosmoVerse white paper: Addressing observational tensions in cosmology with systematics and fundamental physics, Phys. Dark Universe 49, 101965 (2025).
- Purba Mukherjee and Anjan A. Sen, New expansion rate anomalies at characteristic redshifts geometrically determined using DESI-DR2 BAO and DES-SN5YR observations, Rep. Prog. Phys. 88, 098401 (2025).
- Yun Wang and Katherine Freese, Model-independent dark energy measurements from DESI DR2 and Planck 2015 data, J. Cosmol. Astropart. Phys. 02 (2026) 023.
- Xue Zhang, Yin-Hao Xu, and Yu Sang, Reconstruction of dark energy using DESI DR2, Commun. Theor. Phys. 78, 035404 (2026).
- Maria Berti, Emilio Bellini, Camille Bonvin, Martin Kunz, Matteo Viel, and Miguel Zumalacarregui, Reconstructing the dark energy density in light of DESI BAO observations, Phys. Rev. D 112, 023518 (2025).
- Jun-Qian Jiang, Davide Pedrotti, Simony Santos da Costa, and Sunny Vagnozzi, Nonparametric late-time expansion history reconstruction and implications for the Hubble tension in light of recent DESI and type Ia supernovae data, Phys. Rev. D 110, 123519 (2024).
- R. Laureijs et al. (EUCLID Collaboration), Euclid definition study report, arXiv:1110.3193.
- Paul A. Abell et al. (LSST Science and LSST Project Collaborations), LSST science book, version 2.0, arXiv:0912.0201.
- https://lambda.gsfc.nasa.gov/product/act/actadv_dr6_lensing_maps_info.html.
- Oliver H. E. Philcox, Mikhail M. Ivanov, Marko Simonović, and Matias Zaldarriaga, Combining full-shape and BAO analyses of galaxy power spectra: A 1.6% CMB-independent constraint on , J. Cosmol. Astropart. Phys. 05 (2020) 032.
- Jan Hamann, Steen Hannestad, Julien Lesgourgues, Cornelius Rampf, and Yvonne Y. Y. Wong, Cosmological parameters from large scale structure—geometric versus shape information, J. Cosmol. Astropart. Phys. 07 (2010) 022.
- Anton Chudaykin, Mikhail M. Ivanov, Oliver H. E. Philcox, and Marko Simonović, Nonlinear perturbation theory extension of the Boltzmann code class, Phys. Rev. D 102, 063533 (2020).
- Laura Herold, Elisa G. M. Ferreira, and Eiichiro Komatsu, New constraint on early dark energy from Planck and BOSS data using the profile likelihood, Astrophys. J. Lett. 929, L16 (2022).
- Laura Herold and Elisa G. M. Ferreira, Resolving the Hubble tension with early dark energy, Phys. Rev. D 108, 043513 (2023).
- Gerrit S. Farren et al. (ACT Collaboration), The Atacama Cosmology Telescope: Cosmology from cross-correlations of unWISE galaxies and ACT DR6 CMB lensing, Astrophys. J. 966, 157 (2024).