| 2026 | AAAI | SOM Directions Are Better than One: Multi-Directional Refusal Suppression in Language Models. | Giorgio Piras, Raffaele Mura, Fabio Brau, Luca Oneto, Fabio Roli, Battista Biggio |
| 2026 | ESANN | Multi-label Complementary Labels Learning under Hard Logical Constraints. | Luca Oneto, Yi Gao, Davide Anguita, Fabio Roli, Min-Ling Zhang, Fulvio Mastrogiovanni |
| 2026 | ESANN | Ensembling Post-Hoc Image Explanations: When It Works, When It Fails, and How to Tell the Difference. | Luca Oneto, Jinhua Xu, Davide Anguita, Fabio Roli, Jing Yuan |
| 2025 | AAAI | AttackBench: Evaluating Gradient-based Attacks for Adversarial Examples. | Antonio Emanuele Cin, Jrme Rony, Maura Pintor, Luca Demetrio, Ambra Demontis, Battista Biggio, Ismail Ben Ayed, Fabio Roli |
| 2024 | ICMLA | Mitigating Unfair Regression in Machine Learning Model Updates. | Irene Buselli, Anna Pallars Lpez, Eduard Martn Jimnez, Davide Anguita, Fabio Roli, Luca Oneto |
| 2024 | ICMLA | Toward Measuring and Understanding the Overvalidation Phenomena. | Fabrizio Mori, Antonio Emanuele Cin, Fabio Roli, Davide Anguita, Luca Oneto |
| 2023 | ICIAP | Generalized Deepfake Detection Algorithm Based on Inconsistency Between Inner and Outer Faces. | Jie Gao, Sara Concas, Giulia Orr, Xiaoyi Feng, Gian Luca Marcialis, Fabio Roli |
| 2023 | ICIAP | Minimizing Energy Consumption of Deep Learning Models by Energy-Aware Training. | Dario Lazzaro, Antonio Emanuele Cin, Maura Pintor, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo |
| 2023 | ICIAP | BLUES: Before-reLU-EStimates Bayesian Inference for Crowd Counting. | Emanuele Ledda, Rita Delussu, Lorenzo Putzu, Giorgio Fumera, Fabio Roli |
| 2023 | PAKDD | BAARD: Blocking Adversarial Examples by Testing for Applicability, Reliability and Decidability. | Xinglong Chang, Katharina Dost, Kaiqi Zhao, Ambra Demontis, Fabio Roli, Gillian Dobbie, Jrg Wicker |
| 2022 | ICIAP | Experimental Results on Multi-modal Deepfake Detection. | Sara Concas, Jie Gao, Carlo Cuccu, Giulia Orr, Xiaoyi Feng, Gian Luca Marcialis, Giovanni Puglisi, Fabio Roli |
| 2022 | ICIAP | On the Evaluation of Video-Based Crowd Counting Models. | Emanuele Ledda, Lorenzo Putzu, Rita Delussu, Giorgio Fumera, Fabio Roli |
| 2021 | ESANN | Slope: A First-order Approach for Measuring Gradient Obfuscation. | Maura Pintor, Luca Demetrio, Giovanni Manca, Battista Biggio, Fabio Roli |
| 2021 | GLOBECOM | A Neural Rejection System Against Universal Adversarial Perturbations in Radio Signal Classification. | Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Fabio Roli |
| 2021 | IJCNN | The Hammer and the Nut: Is Bilevel Optimization Really Needed to Poison Linear Classifiers? | Antonio Emanuele Cin, Sebastiano Vascon, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo |
| 2020 | ICPR | Are spoofs from latent fingerprints a real threat for the best state-of-art liveness detectors? | Roberto Casula, Giulia Orr, Daniele Angioni, Xiaoyi Feng, Gian Luca Marcialis, Fabio Roli |
| 2020 | ICPR | Online Domain Adaptation for Person Re-Identification with a Human in the Loop. | Rita Delussu, Lorenzo Putzu, Giorgio Fumera, Fabio Roli |
| 2020 | ICPR | Detecting Anomalies from Video-Sequences: a Novel Descriptor. | Giulia Orr, Davide Ghiani, Maura Pintor, Gian Luca Marcialis, Fabio Roli |
| 2019 | SPLC | Towards quality assurance of software product lines with adversarial configurations. | Paul Temple, Mathieu Acher, Gilles Perrouin, Battista Biggio, Jean-Marc Jzquel, Fabio Roli |
| 2018 | CCS | Wild Patterns: Ten Years After the Rise of Adversarial Machine Learning. | Battista Biggio, Fabio Roli |
| 2017 | CCS | Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization. | Luis Muoz-Gonzlez, Battista Biggio, Ambra Demontis, Andrea Paudice, Vasin Wongrassamee, Emil C. Lupu, Fabio Roli |
| 2017 | ESORICS | DeltaPhish: Detecting Phishing Webpages in Compromised Websites. | Igino Corona, Battista Biggio, Matteo Contini, Luca Piras, Roberto Corda, Mauro Mereu, Guido Mureddu, Davide Ariu, Fabio Roli |
| 2017 | ICIAP | Gesture Modelling and Recognition by Integrating Declarative Models and Pattern Recognition Algorithms. | Alessandro Carcangiu, Lucio Davide Spano, Giorgio Fumera, Fabio Roli |
| 2016 | CCS | Secure Kernel Machines against Evasion Attacks. | Paolo Russu, Ambra Demontis, Battista Biggio, Giorgio Fumera, Fabio Roli |
| 2016 | ICPRAM | Adversarial Pattern Recognition. | Fabio Roli |
| 2016 | SSPR | On Security and Sparsity of Linear Classifiers for Adversarial Settings. | Ambra Demontis, Paolo Russu, Battista Biggio, Giorgio Fumera, Fabio Roli |
| 2016 | SSPR | A Multi-Stage Approach for Fast Person Re-identification. | Bahram Lavi, Giorgio Fumera, Fabio Roli |
| 2015 | ICIAP | Super-Sparse Regression for Fast Age Estimation from Faces at Test Time. | Ambra Demontis, Battista Biggio, Giorgio Fumera, Fabio Roli |
| 2015 | ICIAP | Fast Image Classification with Reduced Multiclass Support Vector Machines. | Marco Melis, Luca Piras, Battista Biggio, Giorgio Giacinto, Giorgio Fumera, Fabio Roli |
| 2015 | ICIAP | A Classification-Selection Approach for Self Updating of Face Verification Systems Under Stringent Storage and Computational Requirements. | Pierluigi Tuveri, Valerio Mura, Gian Luca Marcialis, Fabio Roli |
| 2015 | ICML | Is Feature Selection Secure against Training Data Poisoning? | Huang Xiao, Battista Biggio, Gavin Brown, Giorgio Fumera, Claudia Eckert, Fabio Roli |
| 2015 | ICPRAM | Adaptive Classification for Person Re-identification Driven by Change Detection. | Christophe Pagano, Eric Granger, Robert Sabourin, Gian Luca Marcialis, Fabio Roli |
| 2014 | CCS | Poisoning behavioral malware clustering. | Battista Biggio, Konrad Rieck, Davide Ariu, Christian Wressnegger, Igino Corona, Giorgio Giacinto, Fabio Roli |
| 2014 | ICIP | Attacking the triangle test in sensor-based camera identification. | Francesco Marra, Fabio Roli, Davide Cozzolino, Carlo Sansone, Luisa Verdoliva |
| 2014 | ICPR | Learning of Multilabel Classifiers. | Ignazio Pillai, Giorgio Fumera, Fabio Roli |
| 2014 | SSPR | Poisoning Complete-Linkage Hierarchical Clustering. | Battista Biggio, Samuel Rota Bul, Ignazio Pillai, Michele Mura, Eyasu Zemene Mequanint, Marcello Pelillo, Fabio Roli |
| 2013 | CCS | Is data clustering in adversarial settings secure? | Battista Biggio, Ignazio Pillai, Samuel Rota Bul, Davide Ariu, Marcello Pelillo, Fabio Roli |
| 2013 | CIARP | Pattern Recognition Systems under Attack. | Fabio Roli, Battista Biggio, Giorgio Fumera |
| 2013 | ICIAP | Exploiting the Golden Ratio on Human Faces for Head-Pose Estimation. | Gianluca Fadda, Gian Luca Marcialis, Fabio Roli, Luca Ghiani |
| 2013 | ICIAP | Estimating the Serial Combination's Performance from That of Individual Base Classifiers. | Gian Luca Marcialis, Luca Didaci, Fabio Roli |
| 2012 | ECCV | A General Method for Appearance-Based People Search Based on Textual Queries. | Riccardo Satta, Giorgio Fumera, Fabio Roli |
| 2012 | ICPR | Fingerprint liveness detection by local phase quantization. | Luca Ghiani, Gian Luca Marcialis, Fabio Roli |
| 2012 | ICPR | F-measure optimisation in multi-label classifiers. | Ignazio Pillai, Giorgio Fumera, Fabio Roli |
| 2012 | ICPR | A dual-staged classification-selection approach for automated update of biometric templates. | Ajita Rattani, Gian Luca Marcialis, Eric Granger, Fabio Roli |
| 2012 | SSPR | Poisoning Adaptive Biometric Systems. | Battista Biggio, Giorgio Fumera, Fabio Roli, Luca Didaci |
| 2012 | SSPR | Analysis of Co-training Algorithm with Very Small Training Sets. | Luca Didaci, Giorgio Fumera, Fabio Roli |
| 2012 | SSPR | Large Scale Experiments on Fingerprint Liveness Detection. | Gian Luca Marcialis, Luca Ghiani, Katja Vetter, Dirk Morgeneier, Fabio Roli |
| 2011 | CCS | Machine learning in computer forensics (and the lessons learned from machine learning in computer security). | Davide Ariu, Giorgio Giacinto, Fabio Roli |
| 2011 | ICIAP | Robustness Evaluation of Biometric Systems under Spoof Attacks. | Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli |
| 2011 | ICIAP | A Classification Approach with a Reject Option for Multi-label Problems. | Ignazio Pillai, Giorgio Fumera, Fabio Roli |
| 2011 | ICIAP | Exploiting Depth Information for Indoor-Outdoor Scene Classification. | Ignazio Pillai, Riccardo Satta, Giorgio Fumera, Fabio Roli |
| 2011 | ICIAP | Temporal Analysis of Biometric Template Update Procedures in Uncontrolled Environment. | Ajita Rattani, Gian Luca Marcialis, Fabio Roli |
| 2011 | ICIAP | A Multiple Component Matching Framework for Person Re-identification. | Riccardo Satta, Giorgio Fumera, Fabio Roli, Marco Cristani, Vittorio Murino |
| 2011 | SMC | Design of robust classifiers for adversarial environments. | Battista Biggio, Giorgio Fumera, Fabio Roli |
| 2010 | ICPR | A Score Decidability Index for Dynamic Score Combination. | Carlo Lobrano, Roberto Tronci, Giorgio Giacinto, Fabio Roli |
| 2010 | ICPR | Analysis of Fingerprint Pores for Vitality Detection. | Gian Luca Marcialis, Fabio Roli, Alessandra Tidu |
| 2010 | SSPR | Dynamic Linear Combination of Two-Class Classifiers. | Carlo Lobrano, Roberto Tronci, Giorgio Giacinto, Fabio Roli |
| 2009 | ICIAP | First International Fingerprint Liveness Detection Competition - LivDet 2009. | Gian Luca Marcialis, Aaron Lewicke, Bozhao Tan, Pietro Coli, Dominic Grimberg, Alberto Congiu, Alessandra Tidu, Fabio Roli, Stephanie A. C. Schuckers |
| 2009 | ICIAP | An Experimental Analysis of the Relationship between Biometric Template Update and the Doddington's Zoo: A Case Study in Face Verification. | Ajita Rattani, Gian Luca Marcialis, Fabio Roli |
| 2008 | CVPR | Capturing large intra-class variations of biometric data by template co-updating. | Ajita Rattani, Gian Luca Marcialis, Fabio Roli |
| 2008 | ICPR | Dynamic score combination of binary experts. | Roberto Tronci, Giorgio Giacinto, Fabio Roli |
| 2008 | SSPR | Adversarial Pattern Classification Using Multiple Classifiers and Randomisation. | Battista Biggio, Giorgio Fumera, Fabio Roli |
| 2008 | SSPR | A Theoretical and Experimental Analysis of Template Co-update in Biometric Verification Systems. | Luca Didaci, Gian Luca Marcialis, Fabio Roli |
| 2008 | SSPR | Template Selection by Editing Algorithms: A Case Study in Face Recognition. | Biagio Freni, Gian Luca Marcialis, Fabio Roli |
| 2008 | SSPR | Biometric Template Update: An Experimental Investigation on the Relationship between Update Errors and Performance Degradation in Face Verification. | Gian Luca Marcialis, Ajita Rattani, Fabio Roli |
| 2008 | SSPR | Combination of Experts by Classifiers in Similarity Score Spaces. | Roberto Tronci, Giorgio Giacinto, Fabio Roli |
| 2007 | ICIAP | Image Spam Filtering Using Visual Information. | Battista Biggio, Giorgio Fumera, Ignazio Pillai, Fabio Roli |
| 2007 | ICIAP | Score-level fusion of fingerprint and face matchers for personal verification under "stress" conditions. | Gian Luca Marcialis, Fabio Roli |
| 2007 | ICIAP | Dynamic Score Selection for Fusion of Multiple Biometric Matchers. | Roberto Tronci, Giorgio Giacinto, Fabio Roli |
| 2006 | SSPR | Analysis and Selection of Features for the Fingerprint Vitality Detection. | Pietro Coli, Gian Luca Marcialis, Fabio Roli |
| 2006 | SSPR | Using Co-training and Self-training in Semi-supervised Multiple Classifier Systems. | Luca Didaci, Fabio Roli |
| 2006 | SSPR | Semi-supervised PCA-Based Face Recognition Using Self-training. | Fabio Roli, Gian Luca Marcialis |
| 2005 | ICIAP | Network Intrusion Detection by Combining One-Class Classifiers. | Giorgio Giacinto, Roberto Perdisci, Fabio Roli |
| 2005 | ICIAP | Score Selection Techniques for Fingerprint Multi-modal Biometric Authentication. | Giorgio Giacinto, Fabio Roli, Roberto Tronci |
| 2004 | ECCV | Fingerprint Verification by Decision-Level Fusion of Optical and Capacitive Sensors. | Gian Luca Marcialis, Fabio Roli |
| 2004 | ICPR | Nearest-Prototype Relevance Feedback for Content Based Image Retrieval. | Giorgio Giacinto, Fabio Roli |
| 2004 | SSPR | A Two-Stage Classifier with Reject Option for Text Categorisation. | Giorgio Fumera, Ignazio Pillai, Fabio Roli |
| 2003 | ICIAP | Classification with reject option in text categorisation systems. | Giorgio Fumera, Ignazio Pillai, Fabio Roli |
| 2002 | ECCV | Fusion of LDA and PCA for Face Verification. | Gian Luca Marcialis, Fabio Roli |
| 2002 | ICPR | Intrusion Detection in Computer Networks by Multiple Classifier Systems. | Giorgio Giacinto, Fabio Roli |
| 2002 | ICPR | Analysis of Error-Reject Trade-off in Linearly Combined Classifiers. | Fabio Roli, Giorgio Fumera, Gianni Vernazza |
| 2002 | SSPR | Performance Analysis and Comparison of Linear Combiners for Classifier Fusion. | Giorgio Fumera, Fabio Roli |
| 2002 | SSPR | Query Shifting Based on Bayesian Decision Theory for Content-Based Image Retrieval. | Giorgio Giacinto, Fabio Roli |
| 2001 | ICIAP | A Method for Error Rejection in Multiple Classifier Systems. | Giorgio Fumera, Fabio Roli, Gianni Vernazza |
| 2000 | ICPR | A Theoretical Framework for Dynamic Classifier Selection. | Giorgio Giacinto, Fabio Roli |
| 2000 | ICPR | Design of Effective Multiple Classifier Systems by Clustering of Classifiers. | Giorgio Giacinto, Fabio Roli, Giorgio Fumera |
| 2000 | IJCNN | Unsupervised Learning of Neural Network Ensembles for Image Classification. | Giorgio Giacinto, Fabio Roli, Giorgio Fumera |
| 2000 | SSPR | Multiple Reject Thresholds for Improving Classification Reliability. | Giorgio Fumera, Fabio Roli, Giorgio Giacinto |
| 2000 | SSPR | Selection of Classifiers Based on Multiple Classifier Behaviour. | Giorgio Giacinto, Fabio Roli, Giorgio Fumera |
| 1999 | ICIAP | Methods for Dynamic Classifier Selection. | Giorgio Giacinto, Fabio Roli |
| 1997 | ICIAP | The COMPARES Project: COnnectionist Methods for Preprocessing and Analysis of REmote Sensing Data. | Jim Austin, Giorgio Giacinto, I. Kanellopoulos, Ken Lees, Fabio Roli, Gianni Vernazza, G. Wilkinson |
| 1997 | ICIAP | Adaptive Selection of Image Classifiers. | Giorgio Giacinto, Fabio Roli |
| 1996 | ICPR | Classification of multisensor remote-sensing images by multiple structured neural networks. | Fabio Roli, Sebastiano B. Serpico, Lorenzo Bruzzone |
| 1995 | ICIAP | Crack Detection by a Measure of Texture Anisotropy. | Lorenzo Bruzzone, Fabio Roli, Sebastiano B. Serpico |
| 1992 | ICASSP | A technique for defining the architecture and weights of a neural image classifier. | R. Re, Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza |
| 1992 | ICPR | Automatic acquisition of visual models for image recognition. | O. Fichera, Paolo Pellegretti, Fabio Roli, Sebastiano B. Serpico |