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  1. This paper provides information, suggestions and resources for men, specifically cis-white men, to become allies, supporters and followers in the fight for equity and inclusion of women and underrepresented groups in physics in science, technology, engineering and mathematics fields in general and in society as a whole. 
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  2. Foley, Catherine P ; Kane, Deborah ; Turner, Joanna (Ed.)
    The past few years have brought a reckoning to the United States, as awareness of our country’s injustices dramatically increased, elevating international movements for equity. Although the road to equity remains long, the United States delegation was inspired to highlight a few women's stories showcasing their success in physics as well as their struggles. We aim to elevate their accomplishments, knowing we cannot possibly highlight all the amazing stories, to further validate and support women’s importance in physics. Physicists are presented in three main categories: (1) Legacy: Women in physics who have made their mark (no longer active, retired, or deceased); (2) Active: Women who are making their mark now (already established in the field, mid-career to senior); and (3) Emerging: Women who are primed to make their mark in the future (current students and postdocs or early career). 
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  3. null (Ed.)
    ABSTRACT The Sunyaev–Zel’dolvich (SZ) effect is expected to be instrumental in measuring velocities of distant clusters in near future telescope surveys. We simplify the calculation of peculiar velocities of galaxy clusters using deep learning frameworks trained on numerical simulations to avoid the independent estimation of the optical depth. Images of distorted photon backgrounds are generated for idealized observations using one of the largest cosmological hydrodynamical simulations, the Magneticum simulations. The model is tested to determine its ability of estimating peculiar velocities from future kinetic SZ observations under different noise conditions. The deep learning algorithm displays robustness in estimating peculiar velocities from kinetic SZ effect by an improvement in accuracy of about 17 per cent compared to the analytical approach. 
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