Direct Measurement of Galaxy Assembly Bias using DESI DR1 Data
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| Format: | Preprint |
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2025
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| 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 |