| 2026 | Networking | A Unified Framework for Trustworthy Machine Learning for Intrusion Detection Systems. | Hussein Fawaz, Omran Ayoub, Silvia Giordano |
| 2026 | Networking | Diagnosing Constraint Awareness for Trustworthy Reinforcement Learning in MEC. | Rim Sayegh, Ali Al Housseini, Sahar Hoteit, Hela Marouane, Silvia Santini, Omran Ayoub |
| 2025 | CNSM | Verifying Behavior of Reinforcement Learning Agents for Network Slice Admission Control. | Jean-Pierre H. Asdikian, Alaa Amro, Louma Mehyeddine, Carlos Natalino, Ihab Sbeity, Guido Maier, Paolo Monti, Sebastian Troia, Omran Ayoub |
| 2025 | CNSM | Energy Demand as AI Model Selection Criteria? Assessing Quality and Energy Consumption for AI based KQI Prediction in Video Streaming. | Frank Loh, Carina Baur, Flavian Raithel, David Stber, Omran Ayoub, Tobias Hofeld |
| 2025 | WiMob | Towards Better-Calibrated ML Models for Reliable Network Intrusion Detection via Calibration-Aware SHAP-Based Feature Selection. | Hussein Fawaz, Fatima Ezzeddine, Silvia Giordano, Omran Ayoub |
| 2025 | WiMob | Generative Explainability for Next-Generation Networks: Llm-Augmented Xai with Mutual Feature Interactions. | Kiarash Rezaei, Omran Ayoub, Sebastian Troia, Francesco Lelli, Paolo Monti, Carlos Natalino |
| 2024 | HCI | Designing for Complementarity: A Conceptual Framework to Go Beyond the Current Paradigm of Using XAI in Healthcare. | Elisa Rubegni, Omran Ayoub, Stefania Maria Rita Rizzo, Marco Barbero, Guenda Bernegger, Francesca D. Faraci, Francesca Mangili, Emiliano Soldini, Pierpaolo Trimboli, Alessandro Facchini |
| 2022 | DASC | Sensor and Feature Selection for Lightweight Emotion Recognition on Resource-Constrained Smartwatches. | Davide Andreoletti, Omran Ayoub, Achille Peternier, Tiziano Leidi, Silvia Giordano |
| 2022 | GLOBECOM | Joint Routing, Channel, and Key-Rate Assignment for Resource-Efficient QKD Networking. | Qiaolun Zhang, Omran Ayoub, Alberto Gatto, Jun Wu, Xi Lin, Francesco Musumeci, Giacomo Verticale, Massimo Tornatore |
| 2022 | ICIN | On Using Explainable Artificial Intelligence for Failure Identification in Microwave Networks. | Omran Ayoub, Francesco Musumeci, Fatima Ezzeddine, Claudio Passera, Massimo Tornatore |
| 2021 | CNSM | Survivable Virtual Network Mapping against Double-Link Failures Based on Virtual Network Capacity Sharing. | Emanuele Viadana, Omran Ayoub, Francesco Musumeci, Massimo Tornatore |
| 2021 | GLOBECOM | Strategies for Dedicated Path Protection in Filterless Optical Networks. | Memedhe Ibrahimi, Omran Ayoub, Fabio Albanese, Francesco Musumeci, Massimo Tornatore |
| 2021 | ICCCN | Protection Strategies for Dynamic VNF Placement and Service Chaining. | Leila Askari, Mohammadhassan Tamizi, Omran Ayoub, Massimo Tornatore |
| 2020 | CoNEXT | Towards explainable artificial intelligence for network function virtualization. | Sachin Sharma, Avishek Nag, Lus Cordeiro, Omran Ayoub, Massimo Tornatore, Maziar M. Nekovee |
| 2020 | GLOBECOM | Privacy-Preserving Multi-Operator Contact Tracing for Early Detection of Covid19 Contagions. | Davide Andreoletti, Omran Ayoub, Silvia Giordano, Massimo Tornatore, Giacomo Verticale |
| 2020 | GLOBECOM | Virtual Network Mapping vs Embedding with Link Protection in Filterless Optical Networks. | Omran Ayoub, Leila Askari, Andrea Bovio, Francesco Musumeci, Massimo Tornatore |
| 2019 | HPSR | Privacy-Preserving Caching in ISP Networks. | Davide Andreoletti, Omran Ayoub, Silvia Giordano, Giacomo Verticale, Massimo Tornatore |
| 2018 | GLOBECOM | Optimal Cache Deployment for Video-an-Demand Delivery in Optical Metro-Area Networks. | Omran Ayoub, Francesco Musumeci, Davide Andreoletti, Marco Mussini, Massimo Tornatore, Achille Pattavina |