Researcher profile
Antonio Emanuele Ciná
2 papers in the PaperMetrix corpus
Publications
Papers by this author
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On the Limitations of Model Stealing with Uncertainty Quantification Models
2023
Model stealing aims at inferring a victim model's functionality at a fraction of the original training cost.While the goal is clear, in practice the model's architecture, weight dimension, and original training data can not be …
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Evaluating the robustness of explainable AI in medical image recognition under natural and adversarial data corruption
2025 · Machine Learning
Abstract The integration of Explainable AI (XAI) into healthcare promises greater transparency and interpretability of machine learning models, enabling clinicians to understand predictions and make more reliable medical decisions. Yet, the robustness of XAI methods …