Results from the ML model vs binning in :math:`p_{T}^{Z}`, :math:`O(\Lambda^{-2})`, pair-wise fit ================================================================================================= Figure 5.6 of :cite:`ML4EFT_temp_id`. 95% CL intervals on :math:`n_{eft}=7` Wilson coefficients relevant for the description of Higgs production in association with a Z boson at the linear :math:`O(\Lambda^{-2})` level. The black cross indicates the SM values used to generate the pseudo-data. We present 95% CL intervals obtained from two-parameter fits, where for each panel the contribution from the operators not shown is set to zero. We compare the bounds obtained from a binned :math:`p_{T}^{Z}` distribution with those from two ML unbinned observables, first when only :math:`p_{T}^{Z}` is used for the training and second when :math:`n_{k} = 7` kinematic features are used. .. image:: ../images/cornerplots/zh_pairwise_lin_nn_binned.png See the :ref:`next` page for similar plots, this time obtained at the quadratic :math:`O(\Lambda^{-4})` level in the EFT expansion.