_version_ 1866912668033482752
author Shao, Zhiwei
Zu, Ying
Salcedo, Andrés N.
Wang, Jiaqi
Yang, Xiaohu
Weinberg, David H.
Xu, Xiaoju
Zhai, Zhongxu
Zhang, Zhuowen
Aguilar, J.
Ahlen, S.
Bianchi, D.
Brooks, D.
Canning, R.
Castander, F. J.
Claybaugh, T.
Cole, S.
Cuceu, A.
de la Macorra, A.
Dey, Arjun
Doel, P.
Ferraro, S.
Forero-Romero, J. E.
Gaztañaga, E.
Gontcho, S. Gontcho A
Gutierrez, G.
Honscheid, K.
Howlett, C.
Huterer, D.
Ishak, M.
Joyce, R.
Kisner, T.
Kremin, A.
Lahav, O.
Lamman, C.
Landriau, M.
Guillou, L. Le
Levi, M. E.
Manera, M.
Meisner, A.
Miquel, R.
Moustakas, J.
Nadathur, S.
Palanque-Delabrouille, N.
Percival, W. J.
Prada, F.
Pérez-Ràfols, I.
Rossi, G.
Samushia, L.
Sanchez, E.
Schlegel, D.
Silber, J.
Sprayberry, D.
Tarlé, G.
Weaver, B. A.
Zhou, R.
Zou, H.
author_facet Shao, Zhiwei
Zu, Ying
Salcedo, Andrés N.
Wang, Jiaqi
Yang, Xiaohu
Weinberg, David H.
Xu, Xiaoju
Zhai, Zhongxu
Zhang, Zhuowen
Aguilar, J.
Ahlen, S.
Bianchi, D.
Brooks, D.
Canning, R.
Castander, F. J.
Claybaugh, T.
Cole, S.
Cuceu, A.
de la Macorra, A.
Dey, Arjun
Doel, P.
Ferraro, S.
Forero-Romero, J. E.
Gaztañaga, E.
Gontcho, S. Gontcho A
Gutierrez, G.
Honscheid, K.
Howlett, C.
Huterer, D.
Ishak, M.
Joyce, R.
Kisner, T.
Kremin, A.
Lahav, O.
Lamman, C.
Landriau, M.
Guillou, L. Le
Levi, M. E.
Manera, M.
Meisner, A.
Miquel, R.
Moustakas, J.
Nadathur, S.
Palanque-Delabrouille, N.
Percival, W. J.
Prada, F.
Pérez-Ràfols, I.
Rossi, G.
Samushia, L.
Sanchez, E.
Schlegel, D.
Silber, J.
Sprayberry, D.
Tarlé, G.
Weaver, B. A.
Zhou, R.
Zou, H.
contents We report the first direct measurement of galaxy assembly bias, a critical systematic in cosmology, from the Dark Energy Spectroscopic Instrument (DESI) Bright Galaxy Survey. We introduce a novel, cosmology-independent method to measure the halo occupation distribution (HOD) by combining a state-of-the-art group catalog with weak gravitational lensing. For groups binned by total luminosity, we determine the galaxy occupation number $N_{\rm gal}$ from group-galaxy cross-correlations, while weak lensing constrains the average halo mass $M_h$. Applying this to a volume-limited sample at $z{\in}[0.05,0.2]$, we measure the dependence of HOD, $N_{\rm gal}(M_h)$, on large-scale overdensity $δ_{g}$. Focusing on the satellite galaxies, we find an assembly bias parameter of $Q_{\rm sat}{=}0.05{\pm}0.14$, a result consistent with zero and in tension with many empirical galaxy formation models. Our method provides a robust approach for characterizing galaxy assembly bias to achieve precision cosmology with DESI and future Stage-V surveys.
format Preprint
id arxiv_https___arxiv_org_abs_2510_20896
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Direct Measurement of Galaxy Assembly Bias using DESI DR1 Data
Shao, Zhiwei
Zu, Ying
Salcedo, Andrés N.
Wang, Jiaqi
Yang, Xiaohu
Weinberg, David H.
Xu, Xiaoju
Zhai, Zhongxu
Zhang, Zhuowen
Aguilar, J.
Ahlen, S.
Bianchi, D.
Brooks, D.
Canning, R.
Castander, F. J.
Claybaugh, T.
Cole, S.
Cuceu, A.
de la Macorra, A.
Dey, Arjun
Doel, P.
Ferraro, S.
Forero-Romero, J. E.
Gaztañaga, E.
Gontcho, S. Gontcho A
Gutierrez, G.
Honscheid, K.
Howlett, C.
Huterer, D.
Ishak, M.
Joyce, R.
Kisner, T.
Kremin, A.
Lahav, O.
Lamman, C.
Landriau, M.
Guillou, L. Le
Levi, M. E.
Manera, M.
Meisner, A.
Miquel, R.
Moustakas, J.
Nadathur, S.
Palanque-Delabrouille, N.
Percival, W. J.
Prada, F.
Pérez-Ràfols, I.
Rossi, G.
Samushia, L.
Sanchez, E.
Schlegel, D.
Silber, J.
Sprayberry, D.
Tarlé, G.
Weaver, B. A.
Zhou, R.
Zou, H.
Astrophysics of Galaxies
Cosmology and Nongalactic Astrophysics
We report the first direct measurement of galaxy assembly bias, a critical systematic in cosmology, from the Dark Energy Spectroscopic Instrument (DESI) Bright Galaxy Survey. We introduce a novel, cosmology-independent method to measure the halo occupation distribution (HOD) by combining a state-of-the-art group catalog with weak gravitational lensing. For groups binned by total luminosity, we determine the galaxy occupation number $N_{\rm gal}$ from group-galaxy cross-correlations, while weak lensing constrains the average halo mass $M_h$. Applying this to a volume-limited sample at $z{\in}[0.05,0.2]$, we measure the dependence of HOD, $N_{\rm gal}(M_h)$, on large-scale overdensity $δ_{g}$. Focusing on the satellite galaxies, we find an assembly bias parameter of $Q_{\rm sat}{=}0.05{\pm}0.14$, a result consistent with zero and in tension with many empirical galaxy formation models. Our method provides a robust approach for characterizing galaxy assembly bias to achieve precision cosmology with DESI and future Stage-V surveys.
title Direct Measurement of Galaxy Assembly Bias using DESI DR1 Data
topic Astrophysics of Galaxies
Cosmology and Nongalactic Astrophysics
url https://arxiv.org/abs/2510.20896