Publications

Ana Lucic, Maartje A. Ter Hoeve, Gabriele Tolomei, Maarten De Rijke, Fabrizio Silvestri (2022). CF-GNNExplainer: Counterfactual Explanations for Graph Neural Networks. International Conference on Artificial Intelligence and Statistics, AISTATS 2022, 28-30 March 2022, Virtual Event.

Ziheng Chen, Fabrizio Silvestri, Gabriele Tolomei, He Zhu, Jia Wang, Hongshik Ahn (2021). ReLACE: Reinforcement Learning Agent for Counterfactual Explanations of Arbitrary Predictive Models. CoRR.

Federico Siciliano, Maria Sofia Bucarelli, Gabriele Tolomei, Fabrizio Silvestri (2021). NEWRON: A New Generalization of the Artificial Neuron to Enhance the Interpretability of Neural Networks. CoRR.

Gabriele Tolomei, Fabrizio Silvestri (2021). Generating Actionable Interpretations from Ensembles of Decision Trees. IEEE Trans. Knowl. Data Eng..

Gabriele Costa, Fabio Pinelli, Simone Soderi, Gabriele Tolomei (2021). Covert Channel Attack to Federated Learning Systems. CoRR.

Ana Lucic, Maartje Ter Hoeve, Gabriele Tolomei, Maarten De Rijke, Fabrizio Silvestri (2021). CF-GNNExplainer: Counterfactual Explanations for Graph Neural Networks. CoRR.

Stefano Calzavara, Claudio Lucchese, Gabriele Tolomei, Seyum Assefa Abebe, Salvatore Orlando (2020). Treant: training evasion-aware decision trees. Data Min. Knowl. Discov..

Stefano Calzavara, Mauro Conti, Riccardo Focardi, Alvise Rabitti, Gabriele Tolomei (2020). Machine Learning for Web Vulnerability Detection: The Case of Cross-Site Request Forgery. IEEE Secur. Priv..

Gabriele Tolomei, Mounia Lalmas, Ayman Farahat, Andrew Haines (2019). You must have clicked on this ad by mistake! Data-driven identification of accidental clicks on mobile ads with applications to advertiser cost discounting and click-through rate prediction. Int. J. Data Sci. Anal..

Stefano Calzavara, Claudio Lucchese, Gabriele Tolomei, Seyum Assefa Abebe, Salvatore Orlando (2019). Treant: Training Evasion-Aware Decision Trees. CoRR.