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Analyzing gamma rays of the Galactic Center with deep learning

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Figure

Figure 1. Spectral energy distribution of the GCE. In blue and red the spectra from fits performed in this work to the Fermi -LAT photon data using the models Training A and B in table 1, respectively.
Figure 2. Best fit values for γ using the three different IEMs for training the ConvNet
Figure 3. Count maps in the 1–6 GeV energy range comparing the granular vs diffuse nature of the GCE, these templates are indistinguishably for the template method (see section 3.1)
Figure 4. 3D distribution of a point source distribution following an gNFW profile with γ = 1.1
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