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Giovanni De Toni

2 accepted papers

2026

Revisiting (Un)Fairness in Recourse by Minimizing Worst-Case Social Burden

AAAI 2026technical

Machine learning based predictions are increasingly used in sensitive decision-making applications that directly affect our lives. This has led to extensive research into ensuring the fairness of classifiers. Beyond just fair classification, emerging legislation now mandates that when a classifier d

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2024

Towards Human-AI Complementarity with Prediction Sets

NeurIPS 2024poster

Decision support systems based on prediction sets have proven to be effective at helping human experts solve classification tasks. Rather than providing single-label predictions, these systems provide sets of label predictions constructed using conformal prediction, namely prediction sets, and ask h…