Cinà, Antonio Emanuele
Cinà, Antonio Emanuele
DIPARTIMENTO DI INGEGNERIA ELETTRICA ED ELETTRONICA
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
Over-parameterization and adversarial robustness in neural networks: an overview and empirical analysis
2026-01-01 Gupta, Srishti; Chen, Zhang; Demetrio, Luca; Brau, Fabio; Feng, Xiaoyi; Xia, Zhaoqiang; Cinà, Antonio Emanuele; Pintor, Maura; Oneto, Luca; Demontis, Ambra; Biggio, Battista; Roli, Fabio
\textbackslash sigma-zero: Gradient-based Optimization of \textbackslash ell\_0-norm Adversarial Examples
2025-01-01 Cinà, Antonio Emanuele; Villani, Francesco; Pintor, Maura; Schönherr, Lea; Biggio, Battista; Pelillo, Marcello
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
Energy-latency attacks via sponge poisoning
2025-01-01 Cinà, Antonio Emanuele; Demontis, Ambra; Biggio, Battista; Roli, Fabio; Pelillo, Marcello
TransferBench: benchmarking ensemble-based black-box transfer attacks
2025-01-01 Brau, Fabio; Pintor, Maura; Cinà, Antonio; Mura, Raffaele; Scionis, Luca; Oneto, Luca; Roli, Fabio; Biggio, Battista
| Titolo | Data di pubblicazione | Autore(i) | Rivista | Editore |
|---|---|---|---|---|
| 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 | - |
| Over-parameterization and adversarial robustness in neural networks: an overview and empirical analysis | 1-gen-2026 | Gupta, Srishti; Chen, Zhang; Demetrio, Luca; Brau, Fabio; Feng, Xiaoyi; Xia, Zhaoqiang; Cinà, Antonio Emanuele; Pintor, Maura; Oneto, Luca; Demontis, Ambra; Biggio, Battista; Roli, Fabio | DISCOVER ARTIFICIAL INTELLIGENCE | - |
| \textbackslash sigma-zero: Gradient-based Optimization of \textbackslash ell\_0-norm Adversarial Examples | 1-gen-2025 | Cinà, Antonio Emanuele; Villani, Francesco; Pintor, Maura; Schönherr, Lea; Biggio, Battista; Pelillo, Marcello | - | - |
| 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 | - | - |
| Energy-latency attacks via sponge poisoning | 1-gen-2025 | Cinà, Antonio Emanuele; Demontis, Ambra; Biggio, Battista; Roli, Fabio; Pelillo, Marcello | INFORMATION SCIENCES | - |
| TransferBench: benchmarking ensemble-based black-box transfer attacks | 1-gen-2025 | Brau, Fabio; Pintor, Maura; Cinà, Antonio; Mura, Raffaele; Scionis, Luca; Oneto, Luca; Roli, Fabio; Biggio, Battista | - | Neural Information Processing Systems Foundation, Inc. (NeurIPS) |