ROLI, FABIO
ROLI, FABIO
DIPARTIMENTO DI INGEGNERIA ELETTRICA ED ELETTRONICA
Buffer-free class-incremental learning with out-of-distribution detection
2026-01-01 Gupta, Srishti; Angioni, Daniele; Pintor, Maura; Demontis, Ambra; Schönherr, Lea; Roli, Fabio; Biggio, Battista
On the robustness of adversarial training against uncertainty attacks
2026-01-01 Ledda, Emanuele; Scodeller, Giovanni; Angioni, Daniele; Piras, Giorgio; Cinà, Antonio Emanuele; Fumera, Giorgio; Biggio, Battista; Roli, Fabio
Poison once, fool many: practical poisoning attacks against text-to-image retrieval systems
2026-01-01 Lazzaro, Dario; Mura, Raffaele; Ciná, Antonio Emanuele; Laurita, Giuseppe; Vercelli, Gianni; Oneto, Luca; Biggio, Battista; Roli, Fabio
SOM directions are better than one: multi-directional refusal suppression in language models
2026-01-01 Piras, Giorgio; Mura, Raffaele; Brau, Fabio; Oneto, Luca; Roli, Fabio; Biggio, Battista
Sonic: Fast and transferable data poisoning on clustering algorithms
2026-01-01 Villani, Francesco; Lazzaro, Dario; Emanuele Cinà, Antonio; Dell'Amico, Matteo; Biggio, Battista; Roli, Fabio
Adversarial pruning: A survey and benchmark of pruning methods for adversarial robustness
2025-01-01 Piras, Giorgio; Pintor, Maura; Demontis, Ambra; Biggio, Battista; Giacinto, Giorgio; Roli, Fabio
AttackBench: Evaluating Gradient-based Attacks for Adversarial Examples
2025-01-01 Cinà, Antonio Emanuele; Rony, Jérôme; Pintor, Maura; Demetrio, Luca; Demontis, Ambra; Biggio, Battista; Ayed, Ismail Ben; Roli, Fabio
Demystifying the role of rule-based detection in AI systems for Windows malware detection
2025-01-01 Ponte, Andrea; Demetrio, Luca; Oneto, Luca; Ogbu, Ivan Tesfai; Biggio, Battista; Roli, Fabio
Energy-latency attacks via sponge poisoning
2025-01-01 Cinà, Antonio Emanuele; Demontis, Ambra; Biggio, Battista; Roli, Fabio; Pelillo, Marcello
HO-FMN: Hyperparameter optimization for fast minimum-norm attacks
2025-01-01 Mura, Raffaele; Floris, Giuseppe; Scionis, Luca; Piras, Giorgio; Pintor, Maura; Demontis, Ambra; Giacinto, Giorgio; Biggio, Battista; Roli, Fabio
Robust image classification with multi-modal large language models
2025-01-01 Villani, Francesco; Maljkovic, Igor; Lazzaro, Dario; Sotgiu, Angelo; Cinà, Antonio Emanuele; Roli, Fabio
Backdoor Learning Curves: Explaining Backdoor Poisoning Beyond Influence Functions
2024-01-01 Cinà, A. E.; Grosse, K.; Vascon, S.; Demontis, A.; Biggio, B.; Roli, F.; Pelillo, M.
Generalized Deepfake Detection Algorithm Based on Inconsistency Between Inner and Outer Faces
2024-01-01 Gao, Jie; Concas, Sara; Orru', Giulia; Feng, Xiaoyi; Marcialis, Gian Luca; Roli, Fabio
Machine Learning Security Against Data Poisoning: Are We There Yet?
2024-01-01 Cinà, Antonio Emanuele; Grosse, Kathrin; Demontis, Ambra; Biggio, Battista; Roli, Fabio; Pelillo, Marcello
Nebula: Self-Attention for Dynamic Malware Analysis
2024-01-01 Trizna, Dmitrijs; Demetrio, Luca; Biggio, Battista; Roli, Fabio
Texture and artifact decomposition for improving generalization in deep-learning-based deepfake detection
2024-01-01 Gao, Jie; Micheletto, Marco; Orru', Giulia; Concas, Sara; Feng, Xiaoyi; Marcialis, Gian Luca; Roli, Fabio
Toward Effective Traffic Sign Detection via Two-Stage Fusion Neural Networks
2024-01-01 Li, Zhishan; Chen, Hongxu; Biggio, Battista; He, Yifan; Cai, Haoran; Roli, Fabio; Xie, Lei
3D Face Reconstruction: the Road to Forensics
2023-01-01 Cava, Simone Maurizio La; Orru', Giulia; Drahansky, Martin; Marcialis, Gian Luca; Roli, Fabio
Adversarial Attacks Against Uncertainty Quantification
2023-01-01 Ledda, Emanuele; Angioni, Daniele; Piras, Giorgio; Fumera, Giorgio; Biggio, Battista; Roli, Fabio
AI Security and Safety: The PRALab Research Experience
2023-01-01 Demontis, Ambra; Pintor, Maura; Demetrio, Luca; Sotgiu, Angelo; Angioni, Daniele; Piras, Giorgio; Gupta, Srishti; Biggio, Battista; Roli, Fabio
| Titolo | Data di pubblicazione | Autore(i) | Rivista | Editore |
|---|---|---|---|---|
| Buffer-free class-incremental learning with out-of-distribution detection | 1-gen-2026 | Gupta, Srishti; Angioni, Daniele; Pintor, Maura; Demontis, Ambra; Schönherr, Lea; Roli, Fabio; Biggio, Battista | PATTERN RECOGNITION | - |
| On the robustness of adversarial training against uncertainty attacks | 1-gen-2026 | Ledda, Emanuele; Scodeller, Giovanni; Angioni, Daniele; Piras, Giorgio; Cinà, Antonio Emanuele; Fumera, Giorgio; Biggio, Battista; Roli, Fabio | PATTERN RECOGNITION | - |
| Poison once, fool many: practical poisoning attacks against text-to-image retrieval systems | 1-gen-2026 | Lazzaro, Dario; Mura, Raffaele; Ciná, Antonio Emanuele; Laurita, Giuseppe; Vercelli, Gianni; Oneto, Luca; Biggio, Battista; Roli, Fabio | KNOWLEDGE-BASED SYSTEMS | - |
| SOM directions are better than one: multi-directional refusal suppression in language models | 1-gen-2026 | Piras, Giorgio; Mura, Raffaele; Brau, Fabio; Oneto, Luca; Roli, Fabio; Biggio, Battista | - | - |
| Sonic: Fast and transferable data poisoning on clustering algorithms | 1-gen-2026 | Villani, Francesco; Lazzaro, Dario; Emanuele Cinà, Antonio; Dell'Amico, Matteo; Biggio, Battista; Roli, Fabio | INFORMATION SCIENCES | - |
| Adversarial pruning: A survey and benchmark of pruning methods for adversarial robustness | 1-gen-2025 | Piras, Giorgio; Pintor, Maura; Demontis, Ambra; Biggio, Battista; Giacinto, Giorgio; Roli, Fabio | PATTERN RECOGNITION | - |
| AttackBench: Evaluating Gradient-based Attacks for Adversarial Examples | 1-gen-2025 | Cinà, Antonio Emanuele; Rony, Jérôme; Pintor, Maura; Demetrio, Luca; Demontis, Ambra; Biggio, Battista; Ayed, Ismail Ben; Roli, Fabio | - | - |
| Demystifying the role of rule-based detection in AI systems for Windows malware detection | 1-gen-2025 | Ponte, Andrea; Demetrio, Luca; Oneto, Luca; Ogbu, Ivan Tesfai; Biggio, Battista; Roli, Fabio | - | Institute of Electrical and Electronics Engineers Inc. |
| Energy-latency attacks via sponge poisoning | 1-gen-2025 | Cinà, Antonio Emanuele; Demontis, Ambra; Biggio, Battista; Roli, Fabio; Pelillo, Marcello | INFORMATION SCIENCES | - |
| HO-FMN: Hyperparameter optimization for fast minimum-norm attacks | 1-gen-2025 | Mura, Raffaele; Floris, Giuseppe; Scionis, Luca; Piras, Giorgio; Pintor, Maura; Demontis, Ambra; Giacinto, Giorgio; Biggio, Battista; Roli, Fabio | NEUROCOMPUTING | - |
| Robust image classification with multi-modal large language models | 1-gen-2025 | Villani, Francesco; Maljkovic, Igor; Lazzaro, Dario; Sotgiu, Angelo; Cinà, Antonio Emanuele; Roli, Fabio | PATTERN RECOGNITION LETTERS | - |
| Backdoor Learning Curves: Explaining Backdoor Poisoning Beyond Influence Functions | 1-gen-2024 | Cinà, A. E.; Grosse, K.; Vascon, S.; Demontis, A.; Biggio, B.; Roli, F.; Pelillo, M. | INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS | - |
| Generalized Deepfake Detection Algorithm Based on Inconsistency Between Inner and Outer Faces | 1-gen-2024 | Gao, Jie; Concas, Sara; Orru', Giulia; Feng, Xiaoyi; Marcialis, Gian Luca; Roli, Fabio | - | - |
| Machine Learning Security Against Data Poisoning: Are We There Yet? | 1-gen-2024 | Cinà, Antonio Emanuele; Grosse, Kathrin; Demontis, Ambra; Biggio, Battista; Roli, Fabio; Pelillo, Marcello | COMPUTER | - |
| Nebula: Self-Attention for Dynamic Malware Analysis | 1-gen-2024 | Trizna, Dmitrijs; Demetrio, Luca; Biggio, Battista; Roli, Fabio | IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY | - |
| Texture and artifact decomposition for improving generalization in deep-learning-based deepfake detection | 1-gen-2024 | Gao, Jie; Micheletto, Marco; Orru', Giulia; Concas, Sara; Feng, Xiaoyi; Marcialis, Gian Luca; Roli, Fabio | ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE | - |
| Toward Effective Traffic Sign Detection via Two-Stage Fusion Neural Networks | 1-gen-2024 | Li, Zhishan; Chen, Hongxu; Biggio, Battista; He, Yifan; Cai, Haoran; Roli, Fabio; Xie, Lei | IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS | - |
| 3D Face Reconstruction: the Road to Forensics | 1-gen-2023 | Cava, Simone Maurizio La; Orru', Giulia; Drahansky, Martin; Marcialis, Gian Luca; Roli, Fabio | ACM COMPUTING SURVEYS | - |
| Adversarial Attacks Against Uncertainty Quantification | 1-gen-2023 | Ledda, Emanuele; Angioni, Daniele; Piras, Giorgio; Fumera, Giorgio; Biggio, Battista; Roli, Fabio | - | IEEE COMPUTER SOC |
| AI Security and Safety: The PRALab Research Experience | 1-gen-2023 | Demontis, Ambra; Pintor, Maura; Demetrio, Luca; Sotgiu, Angelo; Angioni, Daniele; Piras, Giorgio; Gupta, Srishti; Biggio, Battista; Roli, Fabio | - | CEUR-WS Team, Redaktion Sun SITE |