Aguiar, Isabela, Gabrielly F. Rodrigues, Raphael I. Winovski Vilhena, Antonio Fontenelle, Wington L. Vital, Italo P. Caliari, and Hendrio Bragança. " Spatio-Temporal Graph Neural Networks for Multi-Horizon River-Stage Forecasting in the Amazon: A Case Study on the Manaus–Santarém Corridor." Anais do LIII Seminário Integrado de Software e Hardware, Gramado/RS, 2026. SBC, 2026, pp.662-673.