GUARINO, IDIO
GUARINO, IDIO
DISI - DIPARTIMENTO DI INFORMATICA - SCIENZA E INGEGNERIA
Ricercatori a tempo determinato
A Multimodal and Perturbation-Aware Learning Approach for Robust Traffic Classification
2026 Guarino, Idio; Bovenzi, Giampaolo; Nascita, Alfredo; Ciuonzo, Domenico; Carra, Damiano; Pescapè, Antonio
A survey on CSI-based Wi-Fi sensing datasets and models with a focus on reproducibility
2026 Guarino, Idio; Carra, Damiano; Cominelli, Marco; Gringoli, Francesco; Cigno, Renato Lo
Explainable Predictive Analysis of the Economic and Financial Performance of Italian Publicly Owned Companies
2025 Guarino, Idio; Montieri, Antonio; Ciuonzo, Domenico; Pescapè, Antonio
From Entanglement to Explanation: Bridging Quantum ML and XAI for Network Traffic Classification
2025 Nascita, Alfredo; Guarino, Idio; Spadari, Vincenzo; Ciuonzo, Domenico; Pescapè, Antonio
Mapping the Landscape of Generative AI in Network Monitoring and Management
2025 Bovenzi, G.; Cerasuolo, F.; Ciuonzo, D.; Di Monda, D.; Guarino, I.; Montieri, A.; Persico, V.; Pescape, A.
Towards Network Intrusion Detection via Quantum Machine Learning: A Reality Check
2025 Spadari, Vincenzo; Guarino, Idio; Ciuonzo, Domenico; Pescapè, Antonio
A Comparison Between Classical and Quantum Machine Learning for Mobile App Traffic Classification
2024 Spadari, Vincenzo; Guarino, Idio; Ciuonzo, Domenico; Pescapé, Antonio
Explainable Deep-Learning Approaches for Packet-Level Traffic Prediction of Collaboration and Communication Mobile Apps
2024 Guarino, I.; Aceto, G.; Ciuonzo, D.; Montieri, A.; Persico, V.; Pescape, A.
Mirage-App×Act-2024: A Novel Dataset for Mobile App and Activity Traffic Analysis
2024 Guarino, Idio; Ciuonzo, Domenico; Montieri, Antonio; Pescapè, Antonio
XAI for Interpretable Multimodal Architectures with Contextual Input in Mobile Network Traffic Classification
2024 Cerasuolo, Francesco; Guarino, Idio; Spadari, Vincenzo; Aceto, Giuseppe; Pescapé, Antonio
Fine-Grained Traffic Prediction of Communication-and-Collaboration Apps Via Deep-Learning: A First Look at Explainability
2023 Guarino, I.; Aceto, G.; Ciuonzo, D.; Montieri, A.; Persico, V.; Pescape, A.
Many or Few Samples?: Comparing Transfer, Contrastive and Meta-Learning in Encrypted Traffic Classification
2023 Guarino, I.; Wang, C.; Finamore, A.; Pescape, A.; Rossi, D.
Contextual counters and multimodal Deep Learning for activity-level traffic classification of mobile communication apps during COVID-19 pandemic
2022 Guarino, Idio; Aceto, Giuseppe; Ciuonzo, Domenico; Montieri, Antonio; Persico, Valerio; Pescapè, Antonio
On the use of Machine Learning Approaches for the Early Classification in Network Intrusion Detection
2022 Guarino, I.; Bovenzi, G.; Di Monda, D.; Aceto, G.; Ciuonzo, D.; Pescape, A.
Characterizing and Modeling Traffic of Communication and Collaboration Apps Bloomed With COVID-19 Outbreak
2021 Guarino, Idio; Aceto, Giuseppe; Ciuonzo, Domenico; Montieri, Antonio; Persico, Valerio; Pescape, Antonio
Classification of Communication and Collaboration Apps via Advanced Deep-Learning Approaches
2021 Guarino, I.; Aceto, G.; Ciuonzo, D.; Montieri, A.; Persico, V.; Pescape, A.
Mobile Network Traffic Prediction Using High Order Markov Chains Trained at Multiple Granularity
2021 Guarino, I.; Nascita, A.; Aceto, G.; Pescape, A.
| Titolo | Autore(i) | Anno | Periodico | Editore | Tipo | File |
|---|---|---|---|---|---|---|
| A Multimodal and Perturbation-Aware Learning Approach for Robust Traffic Classification | Guarino, Idio; Bovenzi, Giampaolo; Nascita, Alfredo; Ciuonzo, Domenico; Carra, Damiano; Pescapè, ...Antonio | 2026-01-01 | COMPUTER NETWORKS | - | 1.01 Articolo in rivista | - |
| A survey on CSI-based Wi-Fi sensing datasets and models with a focus on reproducibility | Guarino, Idio; Carra, Damiano; Cominelli, Marco; Gringoli, Francesco; Cigno, Renato Lo | 2026-01-01 | COMPUTER COMMUNICATIONS | - | 1.01 Articolo in rivista | 1-s2.0-S0140366426000216-main.pdf |
| Explainable Predictive Analysis of the Economic and Financial Performance of Italian Publicly Owned Companies | Guarino, Idio; Montieri, Antonio; Ciuonzo, Domenico; Pescapè, Antonio | 2025-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | 2025-IEEE-ICAIIC-Explainable_Predictive_Analysis_of_the_Economic_and_Financial_Performance_of_Italian_Publicly_Owned_Companies.pdf |
| From Entanglement to Explanation: Bridging Quantum ML and XAI for Network Traffic Classification | Nascita, Alfredo; Guarino, Idio; Spadari, Vincenzo; Ciuonzo, Domenico; Pescapè, Antonio | 2025-01-01 | - | - | 4.01 Contributo in Atti di convegno | ieee_vcc25_cr.pdf |
| Mapping the Landscape of Generative AI in Network Monitoring and Management | Bovenzi, G.; Cerasuolo, F.; Ciuonzo, D.; Di Monda, D.; Guarino, I.; Montieri, A.; Persico, V.; Pe...scape, A. | 2025-01-01 | IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT | - | 1.01 Articolo in rivista | Mapping_the_Landscape_of_Generative_AI_in_Network_Monitoring_and_Management.pdf |
| Towards Network Intrusion Detection via Quantum Machine Learning: A Reality Check | Spadari, Vincenzo; Guarino, Idio; Ciuonzo, Domenico; Pescapè, Antonio | 2025-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| A Comparison Between Classical and Quantum Machine Learning for Mobile App Traffic Classification | Spadari, Vincenzo; Guarino, Idio; Ciuonzo, Domenico; Pescapé, Antonio | 2024-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
| Explainable Deep-Learning Approaches for Packet-Level Traffic Prediction of Collaboration and Communication Mobile Apps | Guarino, I.; Aceto, G.; Ciuonzo, D.; Montieri, A.; Persico, V.; Pescape, A. | 2024-01-01 | IEEE OPEN JOURNAL OF THE COMMUNICATIONS SOCIETY | - | 1.01 Articolo in rivista | - |
| Mirage-App×Act-2024: A Novel Dataset for Mobile App and Activity Traffic Analysis | Guarino, Idio; Ciuonzo, Domenico; Montieri, Antonio; Pescapè, Antonio | 2024-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| XAI for Interpretable Multimodal Architectures with Contextual Input in Mobile Network Traffic Classification | Cerasuolo, Francesco; Guarino, Idio; Spadari, Vincenzo; Aceto, Giuseppe; Pescapé, Antonio | 2024-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| Fine-Grained Traffic Prediction of Communication-and-Collaboration Apps Via Deep-Learning: A First Look at Explainability | Guarino, I.; Aceto, G.; Ciuonzo, D.; Montieri, A.; Persico, V.; Pescape, A. | 2023-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
| Many or Few Samples?: Comparing Transfer, Contrastive and Meta-Learning in Encrypted Traffic Classification | Guarino, I.; Wang, C.; Finamore, A.; Pescape, A.; Rossi, D. | 2023-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
| Contextual counters and multimodal Deep Learning for activity-level traffic classification of mobile communication apps during COVID-19 pandemic | Guarino, Idio; Aceto, Giuseppe; Ciuonzo, Domenico; Montieri, Antonio; Persico, Valerio; Pescapè, ...Antonio | 2022-01-01 | COMPUTER NETWORKS | - | 1.01 Articolo in rivista | - |
| On the use of Machine Learning Approaches for the Early Classification in Network Intrusion Detection | Guarino, I.; Bovenzi, G.; Di Monda, D.; Aceto, G.; Ciuonzo, D.; Pescape, A. | 2022-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
| Characterizing and Modeling Traffic of Communication and Collaboration Apps Bloomed With COVID-19 Outbreak | Guarino, Idio; Aceto, Giuseppe; Ciuonzo, Domenico; Montieri, Antonio; Persico, Valerio; Pescape, ...Antonio | 2021-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
| Classification of Communication and Collaboration Apps via Advanced Deep-Learning Approaches | Guarino, I.; Aceto, G.; Ciuonzo, D.; Montieri, A.; Persico, V.; Pescape, A. | 2021-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |
| Mobile Network Traffic Prediction Using High Order Markov Chains Trained at Multiple Granularity | Guarino, I.; Nascita, A.; Aceto, G.; Pescape, A. | 2021-01-01 | - | Institute of Electrical and Electronics Engineers Inc. | 4.01 Contributo in Atti di convegno | - |