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Toward Machine-learning-based Metastudies: Applications to Cosmological Parameters

  • Authors: Tom Crossland, Pontus Stenetorp, Daisuke Kawata, Sebastian Riedel, Thomas D. Kitching, Anurag Deshpande, Tom Kimpson, Choong Ling Liew-Cain, Christian Pedersen, Davide Piras, Monu Sharma

Tom Crossland et al 2023 The Astrophysical Journal Supplement Series 269 .

  • Provider: AAS Journals

Caption: Figure 6.

Comparison of search results for the Hubble constant, H 0, from the rule-based (a) and neural models (b). In addition to the measurements provided as central values with stated uncertainties (i.e., “x ± y,” shown as blue circles with error bars), the neural model figure also shows values given in the source text as constraints (i.e., H 0 < x, or similar, shown as green arrows for lower bounds and orange arrows for upper bounds.)

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