Omran Ayoub

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 66

Top Topics

Virtual Machine

Optical Networks

Artificial Intelligence

Fault Localization

Top Venues

Publications

Omran Ayoub, Carlos Natalino, Paolo Monti
Towards Explainable Reinforcement Learning in Optical Networks: The RMSA Use Case. OFC (2024)
Fatima Ezzeddine, Omran Ayoub, Silvia Giordano
Knowledge Distillation-Based Model Extraction Attack using Private Counterfactual Explanations. CoRR (2024)
Fatima Ezzeddine, Mirna Saad, Omran Ayoub, Davide Andreoletti, Martin Gjoreski, Ihab Sbeity, Marc Langheinrich, Silvia Giordano
Differential Privacy for Anomaly Detection: Analyzing the Trade-off Between Privacy and Explainability. CoRR (2024)
Omran Ayoub, Davide Andreoletti, Aleksandra Knapinska, Róza Goscien, Piotr Lechowicz, Tiziano Leidi, Silvia Giordano, Cristina Rottondi, Krzysztof Walkowiak
Liquid Neural Network-based Adaptive Learning vs. Incremental Learning for Link Load Prediction amid Concept Drift due to Network Failures. CoRR (2024)
Elisa Rubegni, Omran Ayoub, Stefania Maria Rita Rizzo, Marco Barbero, Guenda Bernegger, Francesca D. Faraci, Francesca Mangili, Emiliano Soldini, Pierpaolo Trimboli, Alessandro Facchini
Designing for Complementarity: A Conceptual Framework to Go Beyond the Current Paradigm of Using XAI in Healthcare. HCI (51) (2024)
Hussein Fawaz, Farhad Arpanaei, Davide Andreoletti, Ihab Sbeity, José Alberto Hernández, David Larrabeiti, Omran Ayoub
Reducing Complexity and Enhancing Predictive Power of ML-Based Lightpath QoT Estimation via SHAP-Assisted Feature Selection. ONDM (2024)
Qiaolun Zhang, Omran Ayoub, Alberto Gatto, Jun Wu, Francesco Musumeci, Massimo Tornatore
Routing, Channel, Key-Rate, and Time-Slot Assignment for QKD in Optical Networks. IEEE Trans. Netw. Serv. Manag. 21 (1) (2024)
Lareb Zar Khan, João Pedro, Omran Ayoub, Nelson Costa, Andrea Sgambelluri, Lorenzo De Marinis, Antonio Napoli, Nicola Sambo
Optimizing Deep Learning-Based Failure Management in Optical Networks by Monitoring Relative Neural Activity. ONDM (2024)
Elisa Rubegni, Omran Ayoub, Stefania Maria Rita Rizzo, Marco Barbero, Guenda Bernegger, Francesca D. Faraci, Francesca Mangili, Emiliano Soldini, Pierpaolo Trimboli, Alessandro Facchini
Designing for Complementarity: A Conceptual Framework to Go Beyond the Current Paradigm of Using XAI in Healthcare. CoRR (2024)
Qiaolun Zhang, Omran Ayoub, Jun Wu, Xi Lin, Massimo Tornatore
IC-QKD: An Information-Centric Quantum Key Distribution Network. IEEE Commun. Mag. 61 (12) (2023)
Hadi Houssiany, Omran Ayoub, Cristina Rottondi, Andrea Bianco
Using SHAP Values to Validate Model's Uncertain Decision for ML-based Lightpath Quality-of-Transmission Estimation. ICTON (2023)
Fatima Ezzeddine, Omran Ayoub, Silvia Giordano, Gianluca Nogara, Ihab Sbeity, Emilio Ferrara, Luca Luceri
Exposing influence campaigns in the age of LLMs: a behavioral-based AI approach to detecting state-sponsored trolls. EPJ Data Sci. 12 (1) (2023)
Sandra Mitrovic, Davide Andreoletti, Omran Ayoub
ChatGPT or Human? Detect and Explain. Explaining Decisions of Machine Learning Model for Detecting Short ChatGPT-generated Text. CoRR (2023)
Fatima Ezzeddine, Omran Ayoub, Davide Andreoletti, Silvia Giordano
SAC-FACT: Soft Actor-Critic Reinforcement Learning for Counterfactual Explanations. xAI (1) (2023)
Memedhe Ibrahimi, Omran Ayoub, Aryanaz Attarpour, Francesco Musumeci, Andrea Castoldi, Mario Ragni, Massimo Tornatore
Minimizing equipment and energy cost in mixed 10G and 100G/200G filterless horseshoe networks with hierarchical OTN boards. Ann. des Télécommunications 78 (5-6) (2023)
Oleg Karandin, Omran Ayoub, Domenico Napoletano, Francesco Musumeci, Massimo Tornatore
Protection of Inter-ONU Connectivity in Advanced PON with Minimum Trenching Cost. ONDM (2023)
Fatima Ezzeddine, Omran Ayoub, Davide Andreoletti, Massimo Tornatore, Silvia Giordano
Vertical Split Learning-Based Identification and Explainable Deep Learning-Based Localization of Failures in Multi-Domain NFV Systems. NFV-SDN (2023)
Francesco Lateano, Omran Ayoub, Francesco Musumeci, Massimo Tornatore
Machine-Learning-Assisted Failure Prediction in Microwave Networks based on Equipment Alarms. DRCN (2023)
Davide Andreoletti, Cristina Rottondi, Fatima Ezzeddine, Omran Ayoub, Silvia Giordano
ML-based Network Pruning for Routing Data Overhead Reduction in Wireless Sensor Networks. WONS (2023)
Fatima Ezzeddine, Luca Luceri, Omran Ayoub, Ihab Sbeity, Gianluca Nogara, Emilio Ferrara, Silvia Giordano
How "troll" are you? Measuring and detecting troll behavior in online social networks. CoRR (2022)
Omran Ayoub, Andrea Bianco, Davide Andreoletti, Sebastian Troia, Silvia Giordano, Cristina Rottondi
On the Application of Explainable Artificial Intelligence to Lightpath QoT Estimation. OFC (2022)
Omran Ayoub, Oleg Karandin, Memedhe Ibrahimi, Andrea Castoldi, Francesco Musumeci, Massimo Tornatore
Tutorial on filterless optical networks [Invited]. JOCN 14 (3) (2022)
Qiaolun Zhang, Omran Ayoub, Jun Wu, Francesco Musumeci, Gaolei Li, Massimo Tornatore
Progressive Slice Recovery With Guaranteed Slice Connectivity After Massive Failures. IEEE/ACM Trans. Netw. 30 (2) (2022)
Tara Tandel, Omran Ayoub, Francesco Musumeci, Claudio Passera, Massimo Tornatore
Federated-Learning-Assisted Failure-Cause Identification in Microwave Networks. RNDM (2022)
Davide Andreoletti, Omran Ayoub, Achille Peternier, Tiziano Leidi, Silvia Giordano
Sensor and Feature Selection for Lightweight Emotion Recognition on Resource-Constrained Smartwatches. DASC/PiCom/CBDCom/CyberSciTech (2022)
Oleg Karandin, Omran Ayoub, Francesco Musumeci, Yusuke Hirota, Yoshinari Awaji, Massimo Tornatore
If Not Here, There. Explaining Machine Learning Models for Fault Localization in Optical Networks. ONDM (2022)
Omran Ayoub, Sebastian Troia, Davide Andreoletti, Andrea Bianco, Massimo Tornatore, Silvia Giordano, Cristina Rottondi
Towards explainable artificial intelligence in optical networks: the use case of lightpath QoT estimation. JOCN 15 (1) (2022)
Jean-Pierre H. Asdikian, Leila Askari, Omran Ayoub, Francesco Musumeci, Stefano Bregni, Massimo Tornatore
Availability Evaluation of Service Function Chains Under Different Protection Schemes. MeditCom (2022)
Gianluca Nogara, Padinjaredath Suresh Vishnuprasad, Felipe Cardoso, Omran Ayoub, Silvia Giordano, Luca Luceri
The Disinformation Dozen: An Exploratory Analysis of Covid-19 Disinformation Proliferation on Twitter. WebSci (2022)
Omran Ayoub, Francesco Musumeci, Fatima Ezzeddine, Claudio Passera, Massimo Tornatore
On Using Explainable Artificial Intelligence for Failure Identification in Microwave Networks. ICIN (2022)
Omran Ayoub, Andrea Bovio, Francesco Musumeci, Massimo Tornatore
Survivable Virtual Network Mapping With Fiber Tree Establishment in Filterless Optical Networks. IEEE Trans. Netw. Serv. Manag. 19 (1) (2022)
Qiaolun Zhang, Omran Ayoub, Alberto Gatto, Jun Wu, Xi Lin, Francesco Musumeci, Giacomo Verticale, Massimo Tornatore
Joint Routing, Channel, and Key-Rate Assignment for Resource-Efficient QKD Networking. GLOBECOM (2022)
Omran Ayoub, Nicola Di Cicco, Fatima Ezzeddine, Federica Bruschetta, Roberto Rubino, Massimo Nardecchia, Michele Milano, Francesco Musumeci, Claudio Passera, Massimo Tornatore
Explainable Artificial Intelligence in communication networks: A use case for failure identification in microwave networks. Comput. Networks 219 (2022)
Leila Askari, Mohammadhassan Tamizi, Omran Ayoub, Massimo Tornatore
Protection Strategies for Dynamic VNF Placement and Service Chaining. ICCCN (2021)
Omran Ayoub, Amaro de Sousa, Silvia Mendieta, Francesco Musumeci, Massimo Tornatore
Online Virtual Machine Evacuation for Disaster Resilience in Inter-Data Center Networks. IEEE Trans. Netw. Serv. Manag. 18 (2) (2021)
Oleg Karandin, Omran Ayoub, Memedhe Ibrahimi, Francesco Musumeci, Andrea Castoldi, Rosanna Pastorelli, Massimo Tornatore
Optical Metro Network Design with Low Cost of Equipment. ONDM (2021)
Memedhe Ibrahimi, Omran Ayoub, Fabio Albanese, Francesco Musumeci, Massimo Tornatore
Strategies for Dedicated Path Protection in Filterless Optical Networks. GLOBECOM (2021)
Davide Andreoletti, Omran Ayoub, Silvia Giordano, Giacomo Verticale, Massimo Tornatore
Network-Based Contact Tracing for Detection of Covid-19 Contagions: A Privacy-Preserving Approach. IEEE Commun. Mag. 59 (9) (2021)
Emanuele Viadana, Omran Ayoub, Francesco Musumeci, Massimo Tornatore
Survivable Virtual Network Mapping against Double-Link Failures Based on Virtual Network Capacity Sharing. CNSM (2021)
Memedhe Ibrahimi, Omran Ayoub, Oleg Karandin, Francesco Musumeci, Andrea Castoldi, Rosanna Pastorelli, Massimo Tornatore
QoT-Aware Optical Amplifier Placement in Filterless Metro Networks. IEEE Commun. Lett. 25 (3) (2021)
Oleg Karandin, Francesco Musumeci, Omran Ayoub, Alessio Ferrari, Yvan Pointurier, Massimo Tornatore
Quantifying Resource Savings from Low-Margin Design in Optical Networks with Probabilistic Constellation Shaping. ECOC (2021)
Francesco Musumeci, Luca Magni, Omran Ayoub, Roberto Rubino, Massimiliano Capacchione, Gabriele Rigamonti, Michele Milano, Claudio Passera, Massimo Tornatore
Supervised and Semi-Supervised Learning for Failure Identification in Microwave Networks. IEEE Trans. Netw. Serv. Manag. 18 (2) (2021)
Leila Askari, Payam Majidzadeh, Omran Ayoub, Massimo Tornatore
Exploiting DPDK in Containerized Environment with Unsupported Hardware. NFV-SDN (2020)
Leila Askari, Francesco Musumeci, Lorenzo Salerno, Omran Ayoub, Massimo Tornatore
Dynamic DU/CU Placement for 3-layer C-RANs in Optical Metro-Access Networks. ICTON (2020)
Leila Askari, Omran Ayoub, Francesco Musumeci, Massimo Tornatore
On Dynamic Service Chaining in Filterless Optical Metro-Aggregation Networks. IEEE Access 8 (2020)
Omran Ayoub, Leila Askari, Andrea Bovio, Francesco Musumeci, Massimo Tornatore
Virtual Network Mapping vs Embedding with Link Protection in Filterless Optical Networks. GLOBECOM (2020)
Davide Andreoletti, Omran Ayoub, Silvia Giordano, Massimo Tornatore, Giacomo Verticale
Privacy-Preserving Multi-Operator Contact Tracing for Early Detection of Covid19 Contagions. CoRR (2020)
Omran Ayoub, Faryal Fatima, Andrea Bovio, Francesco Musumeci, Massimo Tornatore
Traffic-Adaptive Re-Configuration of Programmable Filterless Optical Networks. ICC (2020)
Davide Andreoletti, Omran Ayoub, Silvia Giordano, Massimo Tornatore, Giacomo Verticale
Privacy-Preserving Multi-Operator Contact Tracing for Early Detection of Covid19 Contagions. IACR Cryptol. ePrint Arch. 2020 (2020)
Andre K. Horota, Rodrigo A. Costa, Sabidur Rahman, Omran Ayoub, Gustavo B. Figueiredo, Massimo Tornatore, Biswanath Mukherjee
Deferred Protection of Deadline-Driven Requests in Inter-Datacenter Elastic Optical Networks. ONDM (2020)
Sachin Sharma, Avishek Nag, Luís Cordeiro, Omran Ayoub, Massimo Tornatore, Maziar M. Nekovee
Towards explainable artificial intelligence for network function virtualization. CoNEXT (2020)
Davide Andreoletti, Omran Ayoub, Silvia Giordano, Massimo Tornatore, Giacomo Verticale
Privacy-Preserving Multi-Operator Contact Tracing for Early Detection of Covid19 Contagions. GLOBECOM (Workshops) (2020)
Omran Ayoub, Andrea Bovio, Francesco Musumeci, Massimo Tornatore
Survivable Virtual Network Mapping in Filterless Optical Networks. ONDM (2020)
Davide Andreoletti, Omran Ayoub, Cristina Rottondi, Silvia Giordano, Giacomo Verticale, Massimo Tornatore
A Privacy-Preserving Protocol for Network-Neutral Caching in ISP Networks. IEEE Access 7 (2019)
Omran Ayoub, Obed Huamani, Francesco Musumeci, Massimo Tornatore
Efficient Online Virtual Machines Migration for Alert-Based Disaster Resilience. DRCN (2019)
Davide Andreoletti, Omran Ayoub, Silvia Giordano, Giacomo Verticale, Massimo Tornatore
Privacy-Preserving Caching in ISP Networks. HPSR (2019)
Francesco Musumeci, Omran Ayoub, Monica Magoni, Massimo Tornatore
Latency-Aware CU Placement/Handover in Dynamic WDM Access-Aggregation Networks. JOCN 11 (4) (2019)
Omran Ayoub, Francesco Musumeci, Massimo Tornatore, Achille Pattavina
Energy-Efficient Video-On-Demand Content Caching and Distribution in Metro Area Networks. IEEE Trans. Green Commun. Netw. 3 (1) (2019)
Mohamed Shehata, Omran Ayoub, Francesco Musumeci, Massimo Tornatore
Survivable BBU Placement for C-RAN over Optical Aggregation Networks. ICTON (2018)
Omran Ayoub, Shady Shehata, Francesco Musumeci, Massimo Tornatore
Filterless and Semi-Filterless Solutions in a Metro-HAUL Network Architecture. ICTON (2018)
Omran Ayoub, Francesco Musumeci, Davide Andreoletti, Marco Mussini, Massimo Tornatore, Achille Pattavina
Optimal Cache Deployment for Video-an-Demand Delivery in Optical Metro-Area Networks. GLOBECOM (2018)
Omran Ayoub, Francesco Musumeci, Massimo Tornatore, Achille Pattavina
Techno-Economic Evaluation of CDN Deployments in Metropolitan Area Networks. NaNA (2017)
Omran Ayoub, Francesco Musumeci, Massimo Tornatore, Achille Pattavina
Efficient Routing and Bandwidth Assignment for Inter-Data-Center Live Virtual-Machine Migrations. JOCN 9 (3) (2017)
Omran Ayoub, Luca Pace, Francesco Musumeci, Achille Pattavina
Dynamic Routing and Bandwidth Assignment for live Virtual Machines migrations. ONDM (2016)
Omran Ayoub, Stefano Bregni, Najme Monajemi, Francesco Musumeci, Massimo Tornatore
Strategies for effective converged control of LTE and Wi-Fi networks. LATINCOM (2016)
Marco Savi, Omran Ayoub, Francesco Musumeci, Zhe Li, Giacomo Verticale, Massimo Tornatore
Energy-efficient caching for Video-on-Demand in Fixed-Mobile Convergent networks. OnlineGreenComm (2015)