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Table 7.

Relative error comparison of the different CNN approaches for MG and ΛCDM simulations.

Method δΩm δσ8 Reference
CNN 0.0048 0.0053 Pan et al. (2020)
CNN 0.0280 0.0120 Ravanbakhsh et al. (2017)
VBNNs 0.2128 0.0545 Hortúa et al. (2023)
FlipoutBNN 0.2444 0.0844 Hortúa et al. (2023)
SeResNet 0.3611 0.1220 This work
FCN 0.3243 0.0900 This work

Notes. The relative error has been defined as δy ≡ Δy/y, where y stands for Ωm, σ8, and Δy is the uncertainty.

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