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Modeling Gamma-Ray Burst Spectra with Convolutional Neural Networks: Fast-cooling Synchrotron Emission in a Decaying Magnetic Field

  • Authors: Jia-Ming Chen, Ke-Rui Zhu, Shan Chang, Zhao-Yang Peng, Yong-Gang Zheng, Li Zhang

Jia-Ming Chen et al 2026 The Astrophysical Journal 1005 .

  • Provider: AAS Journals

Caption: Figure 7.

GRB 231020A: representative fitting result for one time bin. Left: corner plot of the posterior distributions for the ME_FCSYN_CNN model parameters from the Bayesian fit. Right: best-fit forward-folded GBM count spectra and residuals for the same interval.

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