Mariana Caravanti de Souza

According to our database, Mariana Caravanti de Souza authored at least 11 papers between 2018 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

DynGraph-BERT: Combining BERT and GNN Using Dynamic Graphs for Inductive Semi-Supervised Text Classification.

Eliton Scardin Perin, Mariana Caravanti de Souza, Jonathan de Andrade Silva, Edson Takashi Matsubara

Informatics, 2025

Empirical Evaluation on GPU, Overclocking, and LoRA for Deep Learning on Embedded Systems.

Evandro Raphaloski, Mariana Caravanti de Souza, Edson Takashi Matsubara

IEEE Access, 2025

Reducing Costs in Large-Scale Classification: A Hybrid BERT-LLM Strategy.

Augusto Cesar Dalal Miranda, Matheus Yasuo Ribeiro Utino, Marcos Paulo Silva Gôlo, Marcela Aparecida Aniceto Dos Santos, Mariana Caravanti de Souza

Proceedings of the 37th IEEE/SBC International Symposium on Computer Architecture and High Performance Computing, 2025

CLS, Averaging, or Layer Combinations? Embedding Strategies for Text Classification Across BERT Variants.

Eliton Scardin Perin, Mariana Caravanti de Souza, Anderson Bessa Da Costa, Edson Takashi Matsubara

Proceedings of the Intelligent Systems - 35th Brazilian Conference, 2025

Positive and Unlabeled Graph Learning with Large Language Models for Fake News Detection.

Guilherme Henrique Messias, Mariana Caravanti de Souza, Yanni Marcela Gameiro, Sylvia Iasulaitis, Eloize Rossi Marques Seno, Solange Oliveira Rezende, Alan Demétrius Baria Valejo

Proceedings of the Intelligent Systems - 35th Brazilian Conference, 2025

2024

Keywords attention for fake news detection using few positive labels.

Mariana Caravanti de Souza, Marcos Paulo Silva Gôlo, Alípio Mário Jorge, Evelin Carvalho Freire de Amorim, Ricardo Nuno Taborda Campos, Ricardo Marcondes Marcacini, Solange Oliveira Rezende

Inf. Sci., 2024

2023

One-class learning for fake news detection through multimodal variational autoencoders.

Marcos Paulo Silva Gôlo, Mariana Caravanti de Souza, Rafael Geraldeli Rossi, Solange Oliveira Rezende, Bruno Magalhães Nogueira, Ricardo Marcondes Marcacini

Eng. Appl. Artif. Intell., 2023

2022

A network-based positive and unlabeled learning approach for fake news detection.

Mariana Caravanti de Souza, Bruno Magalhães Nogueira, Rafael Geraldeli Rossi, Ricardo Marcondes Marcacini, Brucce Neves dos Santos, Solange Oliveira Rezende

Mach. Learn., 2022

2021

Learning Textual Representations from Multiple Modalities to Detect Fake News Through One-Class Learning.

Marcos P. S. Gôlo, Mariana Caravanti de Souza, Rafael Geraldeli Rossi, Solange O. Rezende, Bruno Magalhães Nogueira, Ricardo M. Marcacini

Proceedings of the WebMedia '21: Brazilian Symposium on Multimedia and the Web, 2021

A Heterogeneous Network-Based Positive and Unlabeled Learning Approach to Detect Fake News.

Mariana Caravanti de Souza, Bruno M. Nogueira, Rafael Geraldeli Rossi, Ricardo M. Marcacini, Solange O. Rezende

Proceedings of the Intelligent Systems - 10th Brazilian Conference, 2021

2018

Reverse Engineering of Gene Regulatory Networks Combining Dynamic Bayesian Networks and Prior Biological Knowledge.

Mariana Caravanti de Souza, Carlos H. A. Higa

Proceedings of the Computational Science and Its Applications - ICCSA 2018, 2018