Publications

Selected Publications

IEEE Transactions on Software Engineering (Accepted) 2026

Meta-Learning for Time Series-based Tasks in Software Engineering

Federico Di Menna, Luca Traini, Vittorio Cortellessa

[paper] [code]

Journal of Systems and Software 2026

Forecasting software runtime metrics: A comparative study of classical statistical, neural network, and foundation models

Federico Di Menna, Luca Traini, Vittorio Cortellessa

[paper] [code]

Science of Computer Programming 2026

AMBER: An AI-enabled Java Microbenchmark Harness Extension to Dynamically Terminate Warm-up Iterations

Antonio Trovato, Luca Traini, Federico Di Menna, Dario Di Nucci

[paper] [code]

ICPC 2025 (RENE) 2025

Investigating Execution-Aware Language Models for Code Optimization

Federico Di Menna, Luca Traini, Gabriele Bavota, Vittorio Cortellessa

[paper] [code]

ASE 2024 2024

AI-driven Java Performance Testing: Balancing Result Quality with Testing Time

Luca Traini, Federico Di Menna, Vittorio Cortellessa

[paper] [code]

ICPE 2024 2024

Time Series Forecasting of Runtime Software Metrics: An Empirical Study

Federico Di Menna, Luca Traini, Vittorio Cortellessa

[paper]

SANER 2024 (Industry) 🏆 Best Industrial Paper Award 2024

RADig-X: a Tool for Regressions Analysis of User Digital Experience

Federico Di Menna, Vittorio Cortellessa, Maurizio Lucianelli, Luca Sardo, Luca Traini

[paper]

SAC 2022 2022

FEAST: a framework for evaluating implementation architectures of self-adaptive IoT systems

Federico Di Menna, Henry Muccini, Karthik Vaidhyanathan

[paper] [code]

ICPE 2026 (Data Challenge Track) 2026

Performance Regressions Prediction using Time Series Classification: A Case Study

Federico Di Menna and Luca Traini

[paper] [code]

AIPerfLLM@ICPE 2026 2026

Leveraging Time Series Foundation Models to Detect Performance Anomalies in Software Systems

Federico Di Menna, Luca Traini, Vittorio Cortellessa

[paper] [code]

ICST 2025 (Tool Demo) 2025

AMBER: AI-Enabled Java Microbenchmark Harness

Antonio Trovato, Luca Traini, Federico Di Menna, Dario Di Nucci

[paper] [code]