MultiMagNet: A Non-deterministic Approach based on the Formation of Ensembles for Defending Against Adversarial Images. - Gabriel R. Machado; Ronaldo R. Goldschmidt; Eugênio Silva (ICEIS (1), 2019)

A Non-Deterministic Method to Construct Ensemble-Based Classifiers to Protect Decision Support Systems Against Adversarial Images: A Case Study. - Gabriel R. Machado; Eugênio Silva; Ronaldo R. Goldschmidt (SBSI, 2019)

Adversarial Machine Learning in Image Classification: A Survey Towards the Defender's Perspective. - Gabriel Resende Machado; Eugênio Silva; Ronaldo Ribeiro Goldschmidt (CoRR, 2020)

SimProxy Decision Support System: A Neural Network Proxy Applied to Reservoir and Surface Integrated Optimization. - Manoela Kohler; Marley M. B. R. Vellasco; Eugênio Silva; Karla Figueiredo (IEEE Syst. J., 2020)

Towards Machine-Readable (Meta) Data and the FAIR Value for Artificial Intelligence Exploration of COVID-19 and Cancer Research Data. - Maria Luiza Machado Campos; Eugênio Silva; Renato Cerceau; Sérgio Manuel Serra da Cruz; Fabrício Alves Barbosa da Silva; Fábio Castro Gouveia; Rodrigo Jardim; Nelson Kotowski; Giseli Rabello Lopes; Alberto M. R. Dávila (Frontiers Big Data, 2021)

Adversarial Machine Learning in Image Classification: A Survey Toward the Defender's Perspective. - Gabriel Resende Machado; Eugênio Silva; Ronaldo Ribeiro Goldschmidt (ACM Comput. Surv., 2023)