Open Access
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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