DESI-calibrated photometric redshifts raise HSC Y3's S8 from 0.769 to 0.805 ± 0.018, cutting the error by 1.8× and removing the S8 tension with Planck.
Photometric Redshifts for the Hyper Suprime-Cam Subaru Strategic Program Data Release 2
4 Pith papers cite this work. Polarity classification is still indexing.
abstract
We present a description of the second data release for the photometric redshift (photo-$z$) of the Subaru Strategic Program for the Hyper-Suprime Cam survey. Our photo-$z$ products for the entire area in the Data Release 2 are publicly available, and both our point estimate catalog products and full PDFs can be retrieved from the data release site, \url{https://hsc-release.mtk.nao.ac.jp/}.
representative citing papers
LSTM-MDNz improves photometric redshift point estimates and calibrated PDFs over a BNN baseline on HSC GalaxiesML, cutting outliers ~20% and enabling high-purity catalogs via z_conf.
Weak-lensing calibration of 19 Planck SZ clusters with HSC Year 3 yields 1-b = 0.73^{+0.10}_{-0.11} at z_eff ~0.24 after forward-modeling selection, Eddington bias, and miscentering.
Onsite field-distortion calibration of HSCpdr3 Fourier_Quad shear catalog yields consistent S8=0.740 and Om=0.383 constraints across photo-z, SNR, band, and estimator variations.
citing papers explorer
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Cosmic Shear constraints from HSC Year 3 with clustering calibration of the tomographic redshift distributions from DESI
DESI-calibrated photometric redshifts raise HSC Y3's S8 from 0.769 to 0.805 ± 0.018, cutting the error by 1.8× and removing the S8 tension with Planck.
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Enhancing Photometric Redshift Estimation for LSST with a Hybrid LSTM-Mixture Density Network
LSTM-MDNz improves photometric redshift point estimates and calibrated PDFs over a BNN baseline on HSC GalaxiesML, cutting outliers ~20% and enabling high-purity catalogs via z_conf.
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Weak-lensing mass calibration of \emph{Planck} Sunyaev--Zel'dovich clusters with HSC-SSP Year~3
Weak-lensing calibration of 19 Planck SZ clusters with HSC Year 3 yields 1-b = 0.73^{+0.10}_{-0.11} at z_eff ~0.24 after forward-modeling selection, Eddington bias, and miscentering.
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Onsite Calibration of the Shear-Shear Correlation
Onsite field-distortion calibration of HSCpdr3 Fourier_Quad shear catalog yields consistent S8=0.740 and Om=0.383 constraints across photo-z, SNR, band, and estimator variations.