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MUSTACHE: Multi-Step-Ahead Predictions for Cache Eviction


Nov 03, 2022
Gabriele Tolomei, Lorenzo Takanen, Fabio Pinelli

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Sparse Vicious Attacks on Graph Neural Networks


Sep 20, 2022
Giovanni Trappolini, Valentino Maiorca, Silvio Severino, Emanuele Rodolà, Fabrizio Silvestri, Gabriele Tolomei

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GREASE: Generate Factual and Counterfactual Explanations for GNN-based Recommendations


Aug 04, 2022
Ziheng Chen, Fabrizio Silvestri, Jia Wang, Yongfeng Zhang, Zhenhua Huang, Hongshik Ahn, Gabriele Tolomei

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ReLACE: Reinforcement Learning Agent for Counterfactual Explanations of Arbitrary Predictive Models


Oct 22, 2021
Ziheng Chen, Fabrizio Silvestri, Gabriele Tolomei, He Zhu, Jia Wang, Hongshik Ahn

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NEWRON: A New Generalization of the Artificial Neuron to Enhance the Interpretability of Neural Networks


Oct 05, 2021
Federico Siciliano, Maria Sofia Bucarelli, Gabriele Tolomei, Fabrizio Silvestri

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Covert Channel Attack to Federated Learning Systems


Apr 21, 2021
Gabriele Costa, Fabio Pinelli, Simone Soderi, Gabriele Tolomei

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CF-GNNExplainer: Counterfactual Explanations for Graph Neural Networks


Feb 05, 2021
Ana Lucic, Maartje ter Hoeve, Gabriele Tolomei, Maarten de Rijke, Fabrizio Silvestri

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* Under review, 10 pages 

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Treant: Training Evasion-Aware Decision Trees


Jul 03, 2019
Stefano Calzavara, Claudio Lucchese, Gabriele Tolomei, Seyum Assefa Abebe, Salvatore Orlando

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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


Apr 03, 2018
Gabriele Tolomei, Mounia Lalmas, Ayman Farahat, Andrew Haines

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Interpretable Predictions of Tree-based Ensembles via Actionable Feature Tweaking


Jun 20, 2017
Gabriele Tolomei, Fabrizio Silvestri, Andrew Haines, Mounia Lalmas

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* 10 pages, KDD 2017 

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