BibTeX

@article{2510.13805v1,
Author        = {David Gebauer and Anik Halder and Stella Seitz and Dhayaa Anbajagane},
Title         = {$\texttt{SBi3PCF:}$ Simulation-based inference with the integrated 3PCF},
Eprint        = {2510.13805v1},
ArchivePrefix = {arXiv},
PrimaryClass  = {astro-ph.CO},
Abstract      = {We present $\texttt{SBi3PCF}$, a simulation-based inference (SBI) framework
for analysing a higher-order weak lensing statistic, the integrated 3-point
correlation function (i3PCF). Our approach forward-models the cosmic shear
field using the $\texttt{CosmoGridV1}$ suite of N-body simulations, including a
comprehensive set of systematic effects such as intrinsic alignment, baryonic
feedback, photometric redshift uncertainty, shear calibration bias, and shape
noise. Using this, we have produced a set of DES Y3-like synthetic measurements
for 2-point shear correlation functions $\xi_{\pm}$ (2PCFs) and i3PCFs
$\zeta_{\pm}$ across 6 cosmological and 11 systematic parameters. Having
validated these measurements against theoretical predictions and thoroughly
examined for potential systematic biases, we have found that the impact of
source galaxy clustering and reduced shear on the i3PCF is negligible for
Stage-III surveys. Furthermore, we have tested the Gaussianity assumption for
the likelihood of our data vector and found that while the sampling
distribution of the 2PCF can be well approximated by a Gaussian function, the
likelihood of the combined 2PCF + i3PCF data vector including filter sizes of
$90'$ and larger can deviate from this assumption. Our SBI pipeline employs
masked autoregressive flows to perform neural likelihood estimation and is
validated to give statistically accurate posterior estimates. On mock data, we
find that including the i3PCF yields a substantial $63.8\%$ median improvement
in the figure of merit for $\Omega_m - \sigma_8 - w_0$. These findings are
consistent with previous works on the i3PCF and demonstrate that our SBI
framework can achieve the accuracy and realism needed to analyse the i3PCF in
wide-area weak lensing surveys.},
Year          = {2025},
Month         = {Oct},
Url           = {http://arxiv.org/abs/2510.13805v1},
File          = {2510.13805v1.pdf}
}