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cs.LG2024
Exploring Layerwise Adversarial Robustness Through the Lens of t-SNE
Inês Valentim, Nuno Antunes, Nuno Lourenço
Adversarial examples, designed to trick Artificial Neural Networks (ANNs) into producing wrong outputs, highlight vulnerabilities in these models. Exploring these weaknesses is cru…
cs.LG2019
The Impact of Data Preparation on the Fairness of Software Systems
Inês Valentim, Nuno Lourenço, Nuno Antunes
Machine learning models are widely adopted in scenarios that directly affect people. The development of software systems based on these models raises societal and legal concerns, a…