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Gianmario Voria

University of Salerno

Via Giovanni Paolo II, 132

Fisciano , 84084

Italy

  • University of Salerno

SCHOLARLY PAPERS

6

DOWNLOADS

364

TOTAL CITATIONS

0

Scholarly Papers (6)

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1.

Fair and Square? Evaluating Fairness of Llm-Generated Synthetic Datasets

Number of pages: 28 Posted: 08 May 2025
Gianmario Voria, Benedetto Scala, Leopoldo Todisco, Carlo Venditto, Giammaria Giordano, Gemma Catolino and Fabio Palomba
University of Salerno, University of Salerno, University of Salerno, University of Salerno, University of Salerno, University of Salerno and University of Salerno
Downloads 98 (709,832)

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Synthetic Dataset Generation, Machine Learning Fairness, Software Engineering for Artificial Intelligence, empirical software engineering

2.

Fairness Set and Forgotten: Mining Fairness Toolkit Usage in Open-Source Machine Learning Projects

Number of pages: 27 Posted: 12 Jun 2025
Alfonso Cannavale, Gianmario Voria, Antonio Scognamiglio, Giammaria Giordano, Gemma Catolino and Fabio Palomba
University of Salerno, University of Salerno, University of Salerno, University of Salerno, University of Salerno and University of Salerno
Downloads 85 (783,685)

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Software Engineering for Artificial Intelligence, Machine Learning Fairness Engineering, Fairness Toolkits, Mining Software Repository Study

3.

Examining the Impact of Bias Mitigation Algorithms on the Sustainability of Ml-Enabled Systems: A Benchmark Study

Number of pages: 37 Posted: 24 Sep 2024 Last Revised: 10 Sep 2025
Vincenzo De Martino, Gianmario Voria, Ciro Troiano, Gemma Catolino and Fabio Palomba
University of Salerno, University of Salerno, University of Salerno, University of Salerno and University of Salerno
Downloads 69 (891,180)

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Software Sustainability, Machine Learning-Enabled Systems, Software Engineering for Artificial Intelligence.

4.

Fairness on a Budget, Across the Board: A Cost-Effective Evaluation of Fairness-Aware Practices Across Contexts, Tasks, and Sensitive Attributes

Number of pages: 31 Posted: 28 Apr 2025
Alessandra Parziale, Gianmario Voria, Giammaria Giordano, Gemma Catolino, Gregorio Robles and Fabio Palomba
University of Salerno, University of Salerno, University of Salerno, University of Salerno, Universidad Rey Juan Carlos and University of Salerno
Downloads 45 (1,121,190)

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Software Engineering for Artificial Intelligence, Machine Learning Fairness Engineering, Cost-Effectiveness, Empirical Software Engineering

5.

Fairness-Aware Practices from Developers' Perspective: A Survey

Number of pages: 27 Posted: 07 Sep 2024
Gianmario Voria, Giulia Sellitto, Carmine Ferrara, Francesco Abate, Andrea De Lucia, Filomena Ferrucci, Gemma Catolino and Fabio Palomba
University of Salerno, University of Salerno, University of Salerno, University of Salerno, University of Salerno, University of Salerno, University of Salerno and University of Salerno
Downloads 44 (1,133,231)

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Software Engineering for Artificial Intelligence, Machine Learning Fairness Engineering, Survey Studies, Empirical Software Engineering

6.

Assessing Fairness Fragility in ML-Enabled Systems via Mutation-Based Dataset Stress Testing

Number of pages: 28 Posted: 07 May 2026
Alfonso Cannavale, Gianmario Voria, Giordano d'Aloisio, Claudio Di Sipio, Antinisca Di Marco, Davide Di Ruscio, Gemma Catolino and Fabio Palomba
University of Salerno, University of Salerno, affiliation not provided to SSRN, Johannes Kepler University Linz, affiliation not provided to SSRN, affiliation not provided to SSRN, Tilburg University and University of Salerno
Downloads 23 (1,459,862)

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Machine Learning Fairness, Software Engineering for Artificial Intelligence, Empirical Software Engineering