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Deep-learning based reconstruction of the shower maximum X <sub>max</sub> using the water-Cherenkov detectors of the Pierre Auger Observatory
The atmospheric depth of the air shower maximum $X_{\mathrm{max}}$ is an observable commonly used for the determination of the nuclear mass composition of ultra-high energy cosmic rays. Direct measurements of $X_{\mathrm{max}}$ are performed using observations of the longitudinal shower development with fluorescence telescopes. At the same time, several methods have …