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A Graph-based Neural-network Surrogate Model for an Accelerating Semianalytical Model of Galaxy Formation and Evolution

  • Authors: Xuejie Li, Zhongxu Zhai, Xiaohu Yang, Andrew Benson, Yun Wang

Xuejie Li et al 2026 The Astrophysical Journal Supplement Series 286 .

  • Provider: AAS Journals

Caption: Figure 5.

Stellar-mass functions of the 600 test SAM catalogs at four redshift outputs. Faint red and blue curves show the true and predicted functions of individual catalogs, and the corresponding markers show their medians. The flattening and decline at the lower-mass end is simply caused by the resolution and incompleteness of the simulation. The lower panels show ﹩{\rm{\Delta }}{\mathrm{log}}_{10}{\rm{\Phi }}﹩ for individual catalogs, with gray squares and green curves denoting the median and the 16th and 84th percentiles, respectively.

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