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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 A1.

Regression–classification performance plane for the 48 individual SAM-group/tree-chunk realizations at four representative redshifts. Colors identify tree chunks and symbols identify SAM groups. Both coordinates are percentile ranks normalized to 0–100 within the 48 realizations, with 100 denoting the best relative performance. These coordinates show relative ordering rather than the absolute size of the differences: at z = 0, for example, the stellar-mass scatter varies only from 0.223 to 0.231, indicating that there is no substantial variations across these individual realizations.

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