First detection of the moving lens effect with ACT and DESI LS

Fuente: arXiv
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Main Authors: Hotinli, Selim C., Smith, Kendrick M., Ferraro, Simone, Beheshti, Ali, Kosowsky, Arthur, Pierpaoli, Elena, Schaan, Emmanuel
Format: Preprint
Published: 2026
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author Hotinli, Selim C.
Smith, Kendrick M.
Ferraro, Simone
Beheshti, Ali
Kosowsky, Arthur
Pierpaoli, Elena
Schaan, Emmanuel
author_facet Hotinli, Selim C.
Smith, Kendrick M.
Ferraro, Simone
Beheshti, Ali
Kosowsky, Arthur
Pierpaoli, Elena
Schaan, Emmanuel
contents The moving lens effect is a secondary CMB anisotropy induced by the transverse motion of gravitational potentials. We develop a Fourier-space cross-spectrum estimator that retains the scale dependence of the signal, and apply it to the Atacama Cosmology Telescope (ACT) DR6 CMB temperature maps and luminous red galaxies from the DESI Legacy Imaging Surveys. Using the foreground-reduced ACT NILC map, we find strong evidence for a non-zero amplitude of the cross-correlation $b_{\rm ML} = 1.24 \pm 0.26$ ($4.8σ$) for the extended sample and $0.93 \pm 0.25$ ($3.7σ$) for the main sample, both consistent with the halo-model prediction for the moving lens signal. Our Fourier-based pipeline enforces separation of scales between the reconstructed velocities and the cross-correlation, which we show is essential for foreground mitigation. The residual foreground contamination is expected to be significantly smaller than the signal from both simulations and the multi-frequency analysis presented in this paper. No curl-mode test exceeds $2σ$, and the results are robust across analysis variants. They constitute the first detection of the moving lens effect and unlock access to transverse velocities, a new cosmological probe. When combined with the kinematic Sunyaev-Zel'dovich effect, this provides a path toward mapping the three-dimensional velocity field of the Universe, opening a new avenue for probing the growth of structure and gravity on large scales.
format Preprint
id arxiv_https___arxiv_org_abs_2605_18938
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle First detection of the moving lens effect with ACT and DESI LS
Hotinli, Selim C.
Smith, Kendrick M.
Ferraro, Simone
Beheshti, Ali
Kosowsky, Arthur
Pierpaoli, Elena
Schaan, Emmanuel
Cosmology and Nongalactic Astrophysics
The moving lens effect is a secondary CMB anisotropy induced by the transverse motion of gravitational potentials. We develop a Fourier-space cross-spectrum estimator that retains the scale dependence of the signal, and apply it to the Atacama Cosmology Telescope (ACT) DR6 CMB temperature maps and luminous red galaxies from the DESI Legacy Imaging Surveys. Using the foreground-reduced ACT NILC map, we find strong evidence for a non-zero amplitude of the cross-correlation $b_{\rm ML} = 1.24 \pm 0.26$ ($4.8σ$) for the extended sample and $0.93 \pm 0.25$ ($3.7σ$) for the main sample, both consistent with the halo-model prediction for the moving lens signal. Our Fourier-based pipeline enforces separation of scales between the reconstructed velocities and the cross-correlation, which we show is essential for foreground mitigation. The residual foreground contamination is expected to be significantly smaller than the signal from both simulations and the multi-frequency analysis presented in this paper. No curl-mode test exceeds $2σ$, and the results are robust across analysis variants. They constitute the first detection of the moving lens effect and unlock access to transverse velocities, a new cosmological probe. When combined with the kinematic Sunyaev-Zel'dovich effect, this provides a path toward mapping the three-dimensional velocity field of the Universe, opening a new avenue for probing the growth of structure and gravity on large scales.
title First detection of the moving lens effect with ACT and DESI LS
topic Cosmology and Nongalactic Astrophysics
url https://arxiv.org/abs/2605.18938