Enhancing Speech Emotion Recognition with Graph-Based Multimodal Fusion and Prosodic Features for the Speech Emotion Recognition in Naturalistic Conditions Challenge at Interspeech 2025. - Alef Iury Siqueira Ferreira; Lucas R. S. Gris; Alexandre Ferro Filho; Lucas Ólives; Daniel Ribeiro; Luiz Fernando; Fernanda Lustosa; Rodrigo Tanaka; Frederico Santos de Oliveira; Arlindo R. Galvão Filho (CoRR, 2025)