Author

Domenico Mandaglio

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Conference Open access Sep 2026

Semifactual Explanations for GNN-based Classification: Formal Foundations, Complexity and Computation

A novel technique for post-hoc explainability queries in GNNs is introduced by focusing on the semifactual reasoning, and a novel learning architecture for addressing their computation is proposed.

Gianvincenzo Alfano, S. Greco, Domenico Mandaglio et al. · Proceedings of the Thirty-Fi... · 1 citation

Open access Jul 2026

Top-k Diverse Polarized Communities in Signed Networks

The Diverse top-k-pc problem is introduced, which is the first principled formulation of top-k polarized communities with controlled overlap, and a greedy sequential algorithm that solves a generalized eigenvector problem at each step, efficiently discovering diverse polarized pairs.

Francesco Gullo, Domenico Mandaglio, Andrea Tagarelli · Machine-mediated learning · 0 citations