Roli, Fabio

20 publications

MLJ 2026 Evaluating the Robustness of Explainable AI in Medical Image Recognition Under Natural and Adversarial Data Corruption Sara Repetto, Igor Maljkovic, Michele Lotto, Antonio Emanuele Cinà, Sebastiano Vascon, Fabio Roli

AAAI 2025 AttackBench: Evaluating Gradient-Based Attacks for Adversarial Examples Antonio Emanuele Cinà, Jérôme Rony, Maura Pintor, Luca Demetrio, Ambra Demontis, Battista Biggio, Ismail Ben Ayed, Fabio Roli

NeurIPS 2025 TransferBench: Benchmarking Ensemble-Based Black-Box Transfer Attacks Fabio Brau, Maura Pintor, Antonio Emanuele Cinà, Raffaele Mura, Luca Scionis, Luca Oneto, Fabio Roli, Battista Biggio

ICCVW 2023 Adversarial Attacks Against Uncertainty Quantification Emanuele Ledda, Daniele Angioni, Giorgio Piras, Giorgio Fumera, Battista Biggio, Fabio Roli

ICMLW 2022 ImageNet-Patch: A Dataset for Benchmarking Machine Learning Robustness Against Adversarial Patches Maura Pintor, Daniele Angioni, Angelo Sotgiu, Luca Demetrio, Ambra Demontis, Battista Biggio, Fabio Roli

NeurIPS 2022 Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples Maura Pintor, Luca Demetrio, Angelo Sotgiu, Ambra Demontis, Nicholas Carlini, Battista Biggio, Fabio Roli

ICMLW 2021 Adversarial EXEmples: Functionality-Preserving Optimization of Adversarial Windows Malware Luca Demetrio, Battista Biggio, Giovanni Lagorio, Alessandro Armando, Fabio Roli

NeurIPS 2021 Fast Minimum-Norm Adversarial Attacks Through Adaptive Norm Constraints Maura Pintor, Fabio Roli, Wieland Brendel, Battista Biggio

ICMLW 2021 Fast Minimum-Norm Adversarial Attacks Through Adaptive Norm Constraints Maura Pintor, Fabio Roli, Wieland Brendel, Battista Biggio

ICMLW 2021 Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples Maura Pintor, Luca Demetrio, Angelo Sotgiu, Giovanni Manca, Ambra Demontis, Nicholas Carlini, Battista Biggio, Fabio Roli

ICCVW 2017 Is Deep Learning Safe for Robot Vision? Adversarial Examples Against the iCub Humanoid Marco Melis, Ambra Demontis, Battista Biggio, Gavin Brown, Giorgio Fumera, Fabio Roli

ICML 2015 Is Feature Selection Secure Against Training Data Poisoning? Huang Xiao, Battista Biggio, Gavin Brown, Giorgio Fumera, Claudia Eckert, Fabio Roli

ECML-PKDD 2013 Evasion Attacks Against Machine Learning at Test Time Battista Biggio, Igino Corona, Davide Maiorca, Blaine Nelson, Nedim Srndic, Pavel Laskov, Giorgio Giacinto, Fabio Roli

ECCV 2012 A General Method for Appearance-Based People Search Based on Textual Queries Riccardo Satta, Giorgio Fumera, Fabio Roli

ECCVW 2012 A General Method for Appearance-Based People Search Based on Textual Queries Riccardo Satta, Giorgio Fumera, Fabio Roli

CVPRW 2008 Capturing Large Intra-Class Variations of Biometric Data by Template Co-Updating Ajita Rattani, Gian Luca Marcialis, Fabio Roli

JMLR 2006 Spam Filtering Based on the Analysis of Text Information Embedded into Images Giorgio Fumera, Ignazio Pillai, Fabio Roli

ECCV 2004 Fingerprint Verification by Decision-Level Fusion of Optical and Capacitive Sensors Gian Luca Marcialis, Fabio Roli

NeurIPS 2004 Instance-Based Relevance Feedback for Image Retrieval Giorgio Gia\-cin\-to, Fabio Roli

ECCV 2002 Fusion of LDA and PCA for Face Verification Gian Luca Marcialis, Fabio Roli