@article{202406.1870, doi = {10.20944/preprints202406.1870.v1}, url = {https://doi.org/10.20944/preprints202406.1870.v1}, year = 2024, month = {June}, publisher = {Preprints}, author = {Ticiano Torres Peralta and María Graciela Molina and Hernán Asorey and Iván Sidelnik and Antonio Juan Rubio-Montero and Sergio Dasso and Rafael Mayo-García and Alvaro Taboada and Luis Otiniano and LAGO Collaboration}, title = {Enhanced Particle Classification in Water Cherenkov Detectors Using Machine Learning: Modeling and Validation With Monte Carlo Simulation Datasets}, journal = {Preprints} }