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Registered artifacts

Generated from haloemu/manifest.json — the live source of truth. Regenerate with haloemu list or reg.list().

38 artifacts. Columns: key, kind, artifact class (or recipe), and a representative accuracy metric.

Key Kind Class Accuracy (sample)
b_cum/LCDM/z0.25 trained PeakHeightEmulator interior_loo_rms_frac=0.500%; note=ablation noise floor; see emulator_b_eff history
b_cum/fRn1/z0.25 trained PeakHeightEmulator in_sample_rms_frac=1.633%; in_sample_max_frac=21.013%
b_diff/LCDM/z0.25 derived recipe xihh_factorization_ratio=1 +/- 0.03 (LCDM z=0.25 imodel 0, r in [30,60] Mpc/h); swap_bdiff_shift_support_rms=0.001009
b_diff/fRn1/z0.25 derived recipe validation=exercised through the xi_hh factorization + full-scale gates (bin_average_bias uses the same b_cum->b_diff inversion); xihh_factorization_ratio=1 +0.04% +/- 2.96% (fRn1 z=0.25 sweep, r in [30,60] Mpc/h)
hmf/LCDM/z0.00 trained SavedEmulator in_sample_rms_frac=0.639%; in_sample_max_frac=8.747%
hmf/LCDM/z0.25 trained SavedEmulator interior_loo_rms_frac=0.493%; interior_loo_max_frac=6.093%
hmf/fRn1/z0.00 trained MGBoostEmulator in_sample_rms_frac=0.613%; in_sample_max_frac=6.451%
hmf/fRn1/z0.25 trained MGBoostEmulator fiducial_oos_F5n1_rms_frac=0.492%; fiducial_oos_F5n1_median_abs_frac=0.355%
pk_mm/LCDM/z0.00 trained PkMMEmulator in_sample_rms_frac=4.797%; in_sample_rms_frac_emulated_win=0.330%
pk_mm/LCDM/z0.25 trained PkMMEmulator in_sample_rms_frac=4.760%; in_sample_rms_frac_emulated_win=0.290%
pk_mm/fRn1/z0.00 trained MGBoostEmulator in_sample_rms_frac=4.798%; in_sample_rms_frac_emulated_win=0.333%
pk_mm/fRn1/z0.25 trained MGBoostEmulator in_sample_rms_frac=4.760%; in_sample_rms_frac_emulated_win=0.292%
r_ab/LCDM/z0.25 trained RAbEmulator in_sample_rms_abs=0.01697; median_abs_sem=0.00173
r_ab/fRn1/z0.25 trained RAbEmulator in_sample_rms_abs=0.03176; median_abs_sem=0.002116
vel_c02/LCDM/z0.25 trained VelMomentEmulator in_sample_rms_abs=390.7; in_sample_chi_rms=0.3822
vel_c02/fRn1/z0.25 trained VelMomentBoostEmulator in_sample_rms_abs=534.3; in_sample_chi_rms=0.6808
vel_c04/LCDM/z0.25 trained VelMomentEmulator in_sample_rms_abs=9.568e+08; in_sample_chi_rms=0.4565
vel_c04/fRn1/z0.25 trained VelMomentBoostEmulator in_sample_rms_abs=1.453e+09; in_sample_chi_rms=0.9782
vel_c12/LCDM/z0.25 trained VelMomentEmulator in_sample_rms_abs=2.63e+05; in_sample_chi_rms=0.4671
vel_c12/fRn1/z0.25 trained VelMomentBoostEmulator in_sample_rms_abs=3.942e+05; in_sample_chi_rms=0.743
vel_c20/LCDM/z0.25 trained VelMomentEmulator in_sample_rms_abs=636.7; in_sample_chi_rms=0.3283
vel_c20/fRn1/z0.25 trained VelMomentBoostEmulator in_sample_rms_abs=1131; in_sample_chi_rms=0.8198
vel_c22/LCDM/z0.25 trained VelMomentEmulator in_sample_rms_abs=5.191e+08; in_sample_chi_rms=0.4216
vel_c22/fRn1/z0.25 trained VelMomentBoostEmulator in_sample_rms_abs=7.305e+08; in_sample_chi_rms=0.892
vel_c30/LCDM/z0.25 trained VelMomentEmulator in_sample_rms_abs=1.077e+06; in_sample_chi_rms=0.4171
vel_c30/fRn1/z0.25 trained VelMomentBoostEmulator in_sample_rms_abs=1.436e+06; in_sample_chi_rms=0.784
vel_c40/LCDM/z0.25 trained VelMomentEmulator in_sample_rms_abs=2.99e+09; in_sample_chi_rms=0.392
vel_c40/fRn1/z0.25 trained VelMomentBoostEmulator in_sample_rms_abs=3.952e+09; in_sample_chi_rms=0.7867
vel_m10/LCDM/z0.25 trained VelMomentEmulator in_sample_rms_abs=0.6419; in_sample_chi_rms=0.3124
vel_m10/fRn1/z0.25 trained VelMomentEmulator in_sample_rms_abs=0.6883; in_sample_chi_rms=0.4465
xi_hh/LCDM/z0.25 derived recipe window_ratio_mean=-0.358%; window_ratio_std=2.530%
xi_hh/fRn1/z0.25 derived recipe window_ratio_mean=0.130%; window_ratio_std=3.181%
xi_hh_smallr/LCDM/z0.25 trained XiABSmallREmulator in_sample_rms_abs=0.009106; in_sample_chi_rms=1.516
xi_hh_smallr/fRn1/z0.25 trained XiABSmallREmulator in_sample_rms_abs=0.009537; in_sample_chi_rms=2.678
xi_mm/LCDM/z0.00 trained XiMMEmulator in_sample_rms_frac_masked=0.615%; in_sample_rms_frac_linwin_masked=0.350%
xi_mm/LCDM/z0.25 trained XiMMEmulator in_sample_rms_frac_masked=0.486%; in_sample_rms_frac_linwin_masked=0.340%
xi_mm/fRn1/z0.00 trained MGBoostEmulator in_sample_rms_frac_masked=0.606%; in_sample_rms_frac_linwin_masked=0.347%
xi_mm/fRn1/z0.25 trained MGBoostEmulator in_sample_rms_frac_masked=0.478%; in_sample_rms_frac_linwin_masked=0.337%

Note

Accuracy keys vary by property: *_frac are fractional (shown as %), *_chi_* are χ = residual/SEM (dimensionless), *_abs are in the quantity's own units. The full block per artifact is reg.entry(prop, gravity, z)["accuracy"].