FastIoT: an efficient and very fast compression model for displaying a huge volume of IoT data in web environments. - Mateus Begnini Melchiades; César David Paredes Crovato; Everton Nedel; Lincoln Vinicius Schreiber; Rodigo Da Rosa Righi (Int. J. Grid Util. Comput., 2021)

MoStress: a Sequence Model for Stress Classification. - Arturo de Souza; Mateus Begnini Melchiades; Sandro José Rigo; Gabriel de Oliveira Ramos (IJCNN, 2022)

Advancing Chatbot Conversations: A Review of Knowledge Update Approaches. - Luis Antonio Leite Francisco da Costa; Mateus Begnini Melchiades; Valéria Soldera Girelli; Felipe Colombelli; Denis A. de Araujo; Sandro José Rigo; Gabriel de Oliveira Ramos; Cristiano André da Costa; Rodrigo da Rosa Righi; Jorge Luis Victória Barbosa (J. Braz. Comput. Soc., 2024)

Dynamic Option Creation in Option-Critic Reinforcement Learning. - Mateus Begnini Melchiades; Gabriel de Oliveira Ramos; Bruno C. da Silva 001 (AAMAS, 2025)