| 2026 | ICISSP | Similarity Is Not Enough: Issues with Adversarial Perturbations of Traffic Features against Intrusion Detection Systems. | Marta Catillo, Antonio Pecchia, Umberto Villano |
| 2025 | EDCC | A Critique on the (Mis)Use of Feature-Space Attacks for Adversarial Machine Learning in NIDS. | Marta Catillo, Antonio Pecchia, Antonio Repola, Umberto Villano |
| 2025 | ICISSP | USB-IDS-TC: A Flow-Based Intrusion Detection Dataset of DoS Attacks in Different Network Scenarios. | Marta Catillo, Antonio Pecchia, Umberto Villano |
| 2025 | WETICE | Topic Modeling for Graph-Based Analysis of Fake News Diffusion. | Pasquale Avella, Carmela Bernardo, Marta Catillo, Antonio Pecchia, Francesco Vasca, Umberto Villano |
| 2024 | AINA | DEFEDGE: Threat-Driven Security Testing and Proactive Defense Identification for Edge-Cloud Systems. | Valentina Casola, Marta Catillo, Alessandra De Benedictis, Felice Moretta, Antonio Pecchia, Massimiliano Rak, Umberto Villano |
| 2023 | CloudCom | Traditional vs Federated Learning with Deep Autoencoders: a Study in IoT Intrusion Detection. | Marta Catillo, Antonio Pecchia, Umberto Villano |
| 2023 | DSN | Machine Learning on Public Intrusion Datasets: Academic Hype or Concrete Advances in NIDS? | Marta Catillo, Antonio Pecchia, Umberto Villano |
| 2022 | ISSRE | Message from the RSDA 2022 Workshop Chairs. | Raffaele Della Corte, Marta Catillo, Joo F. Ferreira, Guanpeng Li |
| 2022 | QUATIC | Simpler Is Better: On the Use of Autoencoders for Intrusion Detection. | Marta Catillo, Antonio Pecchia, Umberto Villano |
| 2021 | DSN | USB-IDS-1: a Public Multilayer Dataset of Labeled Network Flows for IDS Evaluation. | Marta Catillo, Andrea Del Vecchio, Luciano Ocone, Antonio Pecchia, Umberto Villano |
| 2021 | QUATIC | A Critique on the Use of Machine Learning on Public Datasets for Intrusion Detection. | Marta Catillo, Andrea Del Vecchio, Antonio Pecchia, Umberto Villano |
| 2020 | AINA | 2L-ZED-IDS: A Two-Level Anomaly Detector for Multiple Attack Classes. | Marta Catillo, Massimiliano Rak, Umberto Villano |
| 2020 | QUATIC | Towards a Framework for Improving Experiments on DoS Attacks. | Marta Catillo, Antonio Pecchia, Umberto Villano |
| 2020 | WETICE | Auto-scaling Applications in the Cloud by Simple Indexes with Complex Loads. | Marta Catillo, Luciano Ocone, Massimiliano Rak, Umberto Villano |