Feature Importance for Time Series Data: Improving KernelSHAP. - Mattia Jacopo Villani; Joshua Lockhart; Daniele Magazzeni (CoRR, 2022)

Unwrapping All ReLU Networks. - Mattia Jacopo Villani; Peter McBurney (CoRR, 2023)

Any Deep ReLU Network is Shallow. - Mattia Jacopo Villani; Nandi Schoots (CoRR, 2023)

PICE: Polyhedral Complex Informed Counterfactual Explanations. - Mattia Jacopo Villani; Emanuele Albini; Shubham Sharma; Saumitra Mishra; Salim Ibrahim Amoukou; Daniele Magazzeni; Manuela Veloso (AIES (1), 2024)

Relating Piecewise Linear Kolmogorov Arnold Networks to ReLU Networks. - Nandi Schoots; Mattia Jacopo Villani; Niels uit de Bos (AISTATS, 2025)

Trading-off Accuracy and Communication Cost in Federated Learning. - Mattia Jacopo Villani; Emanuele Natale; Frederik Mallmann-Trenn (AAMAS, 2025)