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This framework divides the reconstruction process into two dedicated branches for each neutrino event topology\u2014tracks and showers\u2014composed of sub-models for spatial estimation\u2014direction and position\u2014and energy inference, which later on are combined for event classification. Regarding the direction of single-line (SL) events, the\n                    <jats:italic>N<\/jats:italic>\n                    -Fit algorithm significantly refines the estimation of the zenithal angle, and delivers reliable azimuthal angle predictions that were previously unattainable with traditional\n                    <jats:italic>\u03c7<\/jats:italic>\n                    <jats:sup>2<\/jats:sup>\n                    -fit methods. Improving on energy estimation of SL events is a tall order;\n                    <jats:italic>N<\/jats:italic>\n                    -Fit benefits from TL to efficiently integrate key characteristics, such as the estimation of the closest distance from the event to the detector.\n                    <jats:italic>N<\/jats:italic>\n                    -Fit also takes advantage from TL in event topology classification by freezing convolutional layers of the pretrained branches. Tests on Monte Carlo simulations and data demonstrate a significant reduction in mean and median absolute errors across all reconstructed parameters. The improvements achieved by\n                    <jats:italic>N<\/jats:italic>\n                    -Fit highlight its potential for advancing multimessenger astrophysics and enhancing our ability to probe fundamental physics beyond the Standard Model using SL events from ANTARES data.\n                  <\/jats:p>","DOI":"10.1088\/2632-2153\/ae5d84","type":"journal-article","created":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T10:34:04Z","timestamp":1777458844000},"page":"035004","update-policy":"https:\/\/doi.org\/10.1088\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Deep learning framework for enhanced neutrino reconstruction of single-line events in the ANTARES 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