3 papers
cs.AI2026
Does Machine Unlearning Preserve Clinical Safety? A Risk Analysis for Medical Image Classification
Andreza M. C. Falcao, Filipe R. Cordeiro
The application of Deep Learning in medical diagnosis must balance patient safety with compliance with data protection regulations. Machine Unlearning enables the selective removal…
eess.IV2025
Analise de Desaprendizado de Maquina em Modelos de Classificacao de Imagens Medicas
Andreza M. C. Falcao, Filipe R. Cordeiro
Machine unlearning aims to remove private or sensitive data from a pre-trained model while preserving the model's robustness. Despite recent advances, this technique has not been e…
cs.LG2025
Data Augmentation Improves Machine Unlearning
Andreza M. C. Falcao, Filipe R. Cordeiro
Machine Unlearning (MU) aims to remove the influence of specific data from a trained model while preserving its performance on the remaining data. Although a few works suggest conn…