AEQUITAS 2025

Table of Contents

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• Modeling Fairness in Recruitment AI via Information Flow PDF
  Mattias Brännström, Themis Dimitra Xanthopoulou, Lili Jiang
• VB-Mitigator: An Open-source Framework for Evaluating and Advancing Visual Bias Mitigation PDF
  Ioannis Sarridis, Christos Koutlis, Symeon Papadopoulos, Christos Diou
• Transparency and Proportionality in Post-Processing Algorithmic Bias Correction PDF
  Juliett Suárez-Ferreira, Marija Slavkovik, Jorge Casillas
• Causal Synthetic Data Generation in Recruitment PDF
  Andrea Iommi, Antonio Mastropietro, Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri
• A Fairness-Oriented Visual Extension for the PSyKE Platform PDF
  Federico Sabbatini
• Is Reasoning All You Need? Probing Bias in the Age of Reasoning Language Models PDF
  Riccardo Cantini, Nicola Gabriele, Alessio Orsino, Domenico Talia
• First Ask Then Act (FATA): A Community-Centered Inclusive Approach for Hate Speech Detection PDF
  Chiara Ferrando, Lia Draetta, Andrea Marra, Angela Zottola, Cristina Bosco, Viviana Patti
• How do doctors perceive AI in their medical practice? PDF
  Laura Sartori, Chiara Binelli, Francesca Lizzi, Andrea Chincarini, Francesco Sensi, Alessandra Retico
• On the Correlation between Individual Fairness and Predictive Accuracy in Probabilistic Models PDF
  Alessandro Antonucci, Eric Rossetto, Ivan Duvnjak
• Towards a Partial Coverage of Neural Network Explanations Using Approximation Networks PDF
  Mathieu Brassart, Laurent Simon
• Visual Model Selection using Feature Importance Clusters in Fairness-Performance Similarity Optimized Space PDF
  Sofoklis Kitharidis, Cor J. Veenman, Thomas Bäck, Niki van Stein
• Evaluating and Mitigating Fairness Risks in Machine Learning under Structured Missing Data PDF
  Tim Kochs, Andrea Castellani, Felix Lanfermann, Barbara Hammer
• Mechanistic Interpretability with SAEs: Probing Religion, Violence, and Geography in Large Language Models PDF
  Katharina Simbeck, Mariam Mahran
• Bias Detection in Cultural Heritage Metadata: Preliminary Results from the IMAGES Project PDF
  Angelo Oddi, Gianmauro Romagna, Riccardo Rasconi, Paola Panarese, Paolo De Gasperis