Contextual Fairness-Aware Practices in ML: A Cost-Effective Empirical Evaluation. (SANER 2025 - Workshops)

Tue 4 - Fri 7 March 2025 Montréal, Québec, Canada

Who

Alessandra Parziale , Gianmario Voria, Giammaria Giordano, Gemma Catolino, Gregorio Robles, Fabio Palomba

Track

SANER 2025 Workshops

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When

Tue 4 Mar 2025 11:00 - 11:20 at M-2101 - Fairness: Session 2

Alessandra Parziale

Gianmario Voria

University of Salerno

Italy

Giammaria Giordano

University of Salerno

Italy

Gemma Catolino

University of Salerno

Italy

Gregorio Robles

Universidad Rey Juan Carlos

Spain

Fabio Palomba

University of Salerno

Italy

Time Zone

The program is currently displayed in (GMT-05:00) Eastern Time (US & Canada).

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Session Program

Tue 4 Mar
Displayed time zone: Eastern Time (US & Canada) change

11:00 - 12:30	Fairness: Session 2Workshops at M-2101

11:00 20m Talk		Contextual Fairness-Aware Practices in ML: A Cost-Effective Empirical Evaluation. Workshops Alessandra Parziale , Gianmario Voria University of Salerno, Giammaria Giordano University of Salerno, Gemma Catolino University of Salerno, Gregorio Robles Universidad Rey Juan Carlos, Fabio Palomba University of Salerno
11:20 20m Talk		How Do Generative Models Draw a Software Engineer? A Case Study on Stable Diffusion Bias. Workshops Tosin Fadahunsi , Giordano d'Aloisio University of L'Aquila, Antinisca Di Marco University of L'Aquila, Federica Sarro University College London Pre-print
11:40 20m Talk		An Exploratory Analysis of Fairness Tools in Open Source Workshops sadia afrin mim , Fatema Tuz Zohra , Justin Smith Lafayette College, Brittany Johnson George Mason University
12:00 20m Talk		Navigating Fairness in Healthcare: A Comparative Analysis of Single-Stage and Multi-Stage Bias Mitigation Strategies Workshops Farzaneh Dehghani , Pedro Paiva , Nikita Malik , Joanna Lin , Sayeh Bayat , Mariana Pinheiro Bento
12:20 10m Talk		Session Discussion Workshops