Idio Guarino

19 papers B 2Misc 1Journal 7Unranked 9
YearRankTypeTitle / Venue / Authors
2026 J jnl
A multimodal and perturbation-aware learning approach for robust traffic classification.
Comput. Networks
Idio Guarino, Giampaolo Bovenzi, Alfredo Nascita, Domenico Ciuonzo, Damiano Carra, Antonio Pescapè
2026 J jnl
A survey on CSI-based Wi-Fi sensing datasets and models with a focus on reproducibility.
Comput. Commun.
Idio Guarino, Damiano Carra, Marco Cominelli, Francesco Gringoli, Renato Lo Cigno
2025 — conf
Explainable Predictive Analysis of the Economic and Financial Performance of Italian Publicly Owned Companies.
ICAIIC
Idio Guarino, Antonio Montieri, Domenico Ciuonzo, Antonio Pescapè
2025 — conf
From Entanglement to Explanation: Bridging Quantum ML and XAI for Network Traffic Classification.
VCC
Alfredo Nascita, Idio Guarino, Vincenzo Spadari, Domenico Ciuonzo, Antonio Pescapè
2025 J jnl
Mapping the Landscape of Generative AI in Network Monitoring and Management.
CoRR
Giampaolo Bovenzi, Francesco Cerasuolo, Domenico Ciuonzo, Davide Di Monda, Idio Guarino, Antonio Montieri, Valerio Persico, Antonio Pescapè
2025 J jnl
Mapping the Landscape of Generative AI in Network Monitoring and Management.
IEEE Trans. Netw. Serv. Manag.
Giampaolo Bovenzi, Francesco Cerasuolo, Domenico Ciuonzo, Davide Di Monda, Idio Guarino, Antonio Montieri, Valerio Persico, Antonio Pescapè
2025 — conf
Towards Network Intrusion Detection via Quantum Machine Learning: A Reality Check.
INFOCOM WKSHPS
Vincenzo Spadari, Idio Guarino, Domenico Ciuonzo, Antonio Pescapè
2024 Misc conf
A Comparison Between Classical and Quantum Machine Learning for Mobile App Traffic Classification.
SEC
Vincenzo Spadari, Idio Guarino, Domenico Ciuonzo, Antonio Pescapè
2024 J jnl
Explainable Deep-Learning Approaches for Packet-Level Traffic Prediction of Collaboration and Communication Mobile Apps.
IEEE Open J. Commun. Soc.
Idio Guarino, Giuseppe Aceto, Domenico Ciuonzo, Antonio Montieri, Valerio Persico, Antonio Pescapè
2024 B conf
Mirage-App×Act-2024: A Novel Dataset for Mobile App and Activity Traffic Analysis.
WiMob
Idio Guarino, Domenico Ciuonzo, Antonio Montieri, Antonio Pescapè
2024 B conf
XAI for Interpretable Multimodal Architectures with Contextual Input in Mobile Network Traffic Classification.
IFIP Networking
Francesco Cerasuolo, Idio Guarino, Vincenzo Spadari, Giuseppe Aceto, Antonio Pescapè
2023 — conf
Fine-Grained Traffic Prediction of Communication-and-Collaboration Apps Via Deep-Learning: A First Look at Explainability.
ICC
Idio Guarino, Giuseppe Aceto, Domenico Ciuonzo, Antonio Montieri, Valerio Persico, Antonio Pescapè
2023 J jnl
Many or Few Samples? Comparing Transfer, Contrastive and Meta-Learning in Encrypted Traffic Classification.
CoRR
Idio Guarino, Chao Wang, Alessandro Finamore, Antonio Pescapè, Dario Rossi
2023 — conf
Many or Few Samples?: Comparing Transfer, Contrastive and Meta-Learning in Encrypted Traffic Classification.
TMA
Idio Guarino, Chao Wang, Alessandro Finamore, Antonio Pescapè, Dario Rossi
2022 J jnl
Contextual counters and multimodal Deep Learning for activity-level traffic classification of mobile communication apps during COVID-19 pandemic.
Comput. Networks
Idio Guarino, Giuseppe Aceto, Domenico Ciuonzo, Antonio Montieri, Valerio Persico, Antonio Pescapè
2022 — conf
On the use of Machine Learning Approaches for the Early Classification in Network Intrusion Detection.
M&N
Idio Guarino, Giampaolo Bovenzi, Davide Di Monda, Giuseppe Aceto, Domenico Ciuonzo, Antonio Pescapè
2021 — conf
Characterizing and Modeling Traffic of Communication and Collaboration Apps Bloomed With COVID-19 Outbreak.
RTSI
Idio Guarino, Giuseppe Aceto, Domenico Ciuonzo, Antonio Montieri, Valerio Persico, Antonio Pescapè
2021 — conf
Classification of Communication and Collaboration Apps via Advanced Deep-Learning Approaches.
CAMAD
Idio Guarino, Giuseppe Aceto, Domenico Ciuonzo, Antonio Montieri, Valerio Persico, Antonio Pescapè
2021 — conf
Mobile Network Traffic Prediction Using High Order Markov Chains Trained At Multiple Granularity.
RTSI
Idio Guarino, Alfredo Nascita, Giuseppe Aceto, Antonio Pescapè