2026
Model-Heterogeneous Federated Learning for TinyML in IoT
A. Guerriero, G.P. Rimoli, P. Fusco, F. Palmieri, M. Ficco
Conference
International Conference on Artificial Intelligence, Computer, Data Sciences and Applications (AICDS 2026)
2025
Causal reasoning in Software Quality Assurance: A systematic review
Luca Giamattei, Antonio Guerriero, Roberto Pietrantuono, Stefano Russo
Journal
Information and Software Technology (IST)
On-device training and pruning for energy saving and continuous learning in resource-constrained MCUs
P. Fusco, G.P. Rimoli, A. Guerriero, F. Palmieri, M. Ficco
Journal
Future Generation Computer Systems
Multivariate anomaly detection and root cause analysis of energy issues in microservice-based systems
B.R. Sanchez, Luca Giamattei, Antonio Guerriero, Roberto Pietrantuono, Ivano Malavolta
Journal
Journal of Systems and Software (JSS)
Adaptive Probabilistic Operational Testing for Large Language Models Evaluation
A. Asgari, Antonio Guerriero, Roberto Pietrantuono, Stefano Russo
Conference
IEEE/ACM International Conference on Automation of Software Test (AST 2025)
Microservices Performance Testing with Causality-enhanced Large Language Models
C. Mascia, Antonio Guerriero, Luca Giamattei, Roberto Pietrantuono, Stefano Russo
Conference
IEEE/ACM International Conference on AI Foundation Models and Software Engineering (CAIN 2025)
Learning-based Automated Generation of Critical Workload Configurations for Microservices Performance Testing
C. Mascia, Luca Giamattei, Antonio Guerriero, Roberto Pietrantuono, Stefano Russo
Conference
IEEE International Conference on Web Services (ICWS 2025)
Detecting DDoS Attacks in Microservice Architectures via AI-Based Agents
G. Benedetti, L. Caviglione, A. Falcone, M. Ficco, M. Guarascio, Antonio Guerriero
Conference
International Conference on Computational Science and Its Applications (ICCSA 2025)
A benchmark for DDoS attacks detection in microservice architectures
M. Ficco, P. Fusco, Antonio Guerriero, Roberto Pietrantuono, M. Russo, F. Palmieri
Conference
International Conference on Computing, Networking and Communications (ICNC 2025)
2024
DeepSample: DNN sampling-based testing for operational accuracy assessment
Antonio Guerriero, Roberto Pietrantuono, Stefano Russo
Conference
IEEE/ACM 46th International Conference on Software Engineering (ICSE 2024)
Causality-driven testing of autonomous driving systems
Luca Giamattei, Antonio Guerriero, Roberto Pietrantuono, Stefano Russo
Journal
ACM Transactions on Software Engineering and Methodology (TOSEM)
Federated learning for IoT devices: Enhancing TinyML with on-board training
Massimo Ficco, Antonio Guerriero, Elio Milite, Francesco Palmieri, Roberto Pietrantuono, Stefano Russo
Journal
Information Fusion
Monitoring tools for DevOps and microservices: A systematic grey literature review
L. Giamattei, A. Guerriero, R. Pietrantuono, S. Russo, I. Malavolta, T. Islam, M. Dinga, A. Koziolek, et al.
Journal
Journal of Systems and Software (JSS)
Automated functional and robustness testing of microservice architectures
Luca Giamattei, Antonio Guerriero, Roberto Pietrantuono, Stefano Russo
Journal
Journal of Systems and Software (JSS)
Identifying performance issues in microservice architectures through causal reasoning
Luca Giamattei, Antonio Guerriero, Ivano Malavolta, Cristian Mascia, Roberto Pietrantuono, Stefano Russo
Conference
ACM/IEEE International Conference on Automation of Software Test (AST 2024)
Anomaly detection and root cause analysis of microservices energy consumption
Maximilian Stefan Floroiu, Stefano Russo, Luca Giamattei, Antonio Guerriero, Ivano Malavolta, Roberto Pietrantuono
Conference
IEEE International Conference on Web Services (ICWS 2024)
2023
DevOpRET: Continuous reliability testing in DevOps
Antonia Bertolino, Guglielmo De Angelis, Antonio Guerriero, Breno Miranda, Roberto Pietrantuono, Stefano Russo
Journal
Journal of Software: Evolution and Process (JSEP)
Assessing operational accuracy of CNN-based image classifiers using an oracle surrogate
Antonio Guerriero, Michael R. Lyu, Roberto Pietrantuono, Stefano Russo
Journal
Intelligent Systems with Applications (ISWA)
Iterative Assessment and Improvement of DNN Operational Accuracy
Antonio Guerriero, Roberto Pietrantuono, Stefano Russo
Conference
ICSE – New Ideas and Emerging Results (ICSE-NIER 2023)
An empirical evaluation of the energy and performance overhead of monitoring tools on docker-based systems
Madalina Dinga, Ivano Malavolta, Luca Giamattei, Antonio Guerriero, Roberto Pietrantuono
Conference
International Conference on Service-Oriented Computing (ICSOC 2023)
2022
Microservices integrated performance and reliability testing
Matteo Camilli, Antonio Guerriero, Andrea Janes, Barbara Russo, Stefano Russo
Conference
ACM/IEEE International Conference on Automation of Software Test (AST 2022)
Automated grey-box testing of microservice architectures
Luca Giamattei, Antonio Guerriero, Roberto Pietrantuono, Stefano Russo
Conference
IEEE 22nd International Conference on Software Quality, Reliability and Security (QRS 2022)
Assessing black-box test case generation techniques for microservices
Luca Giamattei, Antonio Guerriero, Roberto Pietrantuono, Stefano Russo
Conference
International Conference on the Quality of Information and Communications Technology (QUATIC 2022)
2020
Learning-to-rank vs ranking-to-learn: Strategies for regression testing in continuous integration
Antonia Bertolino, Antonio Guerriero, Breno Miranda, Roberto Pietrantuono, Stefano Russo
Conference
ACM/IEEE 42nd International Conference on Software Engineering (ICSE 2020)
Testing microservice architectures for operational reliability
Roberto Pietrantuono, Stefano Russo, Antonio Guerriero
Journal
Software Testing, Verification and Reliability (STVR)
Reliability Evaluation of ML systems, the oracle problem
Antonio Guerriero
Conference
IEEE International Symposium on Software Reliability Engineering Workshops (ISSREW 2020)
