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Enhancing DESI DR1 full-shape analyses using HOD-informed priors

H. ZhangRegional Municipality of WaterlooMarco BoniciRegional Municipality of WaterlooA. RocherLASTRO ObservWill J. PercivalPerimeter Inst. Theor. PhysArnaud de MattiaIRFU, SaclayJ. AguilarS. AhlenBoston UOtávio AlvesMichigan UAlejandro AvilésMexico U., ICNAntón Baleato LizancosUC, Berkeley, Math. DeptDavide BianchiMylan (Switzerland)David J. BrooksUniversity Coll. LondonAndrei CuceuAxel de la MacorraUNAM, MexicoP. DoelUniversity Coll. LondonS. FerraroUC, Berkeley, Math. DeptN. FindlayPortsmouth U., ICGAndreu Font-RiberaBarcelona, IFAED. Forero-SánchezLASTRO ObservJ. E. Forero-RomeroSatya Gontcho A GontchoG. GutiérrezFermilabChang Hoon HahnArizona U., Astron. Dept. - Steward ObservCullan HowlettQueensland UMustapha IshakMinas KaramanisUC, Berkeley, Math. DeptR. KehoeSouthern Methodist UD. KirkbyUC, IrvineAnthony KreminO. LahavUniversity Coll. LondonYan LaiQueensland UMartin LandriauL. Le GuillouLPNHE, ParisM. E. LeviMarc ManeraBarcelona, IFAEM MausUC, Berkeley, Math. DeptAaron MeisnerNatl. Solar Observ., TucsonRamon MiquelBarcelona, IFAEJames MorawetzWaterloo UJohn MoustakasSiena Coll., LoudonvilleS. NadathurPortsmouth U., ICGJeffrey A. NewmanPittsburgh UGustavo NizGuanajuato UH. E. NoriegaUNAM, MexicoN. Palanque‐DelabrouilleLBL, BerkeleyM. PinonIRFU, SaclayFrancisco PradaGranada U., Theor. Phys. AstrophysIgnasi Pérez-RàfolsBarcelona, Polytechnic UGraziano RossiSejong UShun SaitoTokyo U., IPMULado SamushiaIlia State UE. SánchezMadrid, CIEMATDavid J. SchlegelM. SchubnellMichigan UHee‐Jong SeoDavid SprayberryNatl. Solar Observ., TucsonG. TarléMichigan UBenjamin Alan WeaverNatl. Solar Observ., TucsonRuiyang ZhaoBeijing ObservRongpu Zhou
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Abstract We present an analysis of DESI Data Release 1 (DR1) that incorporates Halo Occupation Distribution (HOD)-informed priors into Full-Shape (FS) modeling of the power spectrum based on cosmological perturbation theory (PT). By leveraging physical insights from the galaxy-halo connection, these HOD-informed priors on nuisance parameters substantially mitigate projection effects in extended cosmological models that allow for dynamical dark energy. The resulting credible intervals now encompass the posterior maximum from the baseline analysis using gaussian priors, eliminating a significant posterior shift observed in baseline studies. In the ΛCDM framework, a combined DESI DR1 FS information and constraints from the DESI DR1 baryon acoustic oscillations (BAO) — including Big Bang Nucleosynthesis (BBN) constraints and a weak prior on the scalar spectral index — yields Ω m = 0.2994 ± 0.0090 and σ 8 = 0.836 +0.024 -0.027 , representing improvements of approximately 4% and 23% over the baseline analysis, respectively. For the w 0 w a CDM model, our results from various data combinations are highly consistent, with all configurations converging to a region with w 0 > -1 and w a < 0. This convergence not only suggests intriguing hints of dynamical dark energy but also underscores the robustness of our HOD-informed prior approach in delivering reliable cosmological constraints.

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