Table of Contents

• When the Ideal Does Not Compute: Nonideal Theory and Fairness in Machine LearningOtto Sahlgren. [doi]
• Watching the Watchers: a Comparative Fairness Audit of Cloud-based Content Moderation ServicesDavid Hartmann, Amin Oueslati, Dimitri Staufer. [doi]
• Mapping the Potential of Explainable Artificial Intelligence (xai) for Fairness Along the Ai LifecycleLuca Deck, Astrid Schomäcker, Timo Speith, Jakob Schöffer, Lena Kästner, Niklas Kühl 0001. [doi]
• Fairness Beyond Binary Decisions: a Case Study on German CreditDeborah Dormah Kanubala, Isabel Valera, Kavya Gupta. [doi]
• Trust in Fair Algorithms: Pilot ExperimentMattia Cerrato, Marius Köppel, Kiara Stempel, Alesia Vallenas Coronel, Niklas Witzig. [doi]
• Proxy Fairness Under the Gdpr and the Ai Act: a Perspective of Sensitivity and NecessityIoanna Papageorgiou. [doi]
• Can Generative Ai-based Data Balancing Mitigate Unfairness Issues in Machine Learning?Benoît Ronval, Siegfried Nijssen, Ludwig Bothmann. [doi]
• Deciding the Future of Refugees: Rolling the Dice or Algorithmic Location Assignment?Clara Strasser Ceballos, Christoph Kern. [doi]
• Exploration of Potential New Benchmark for Fairness Evaluation in EuropeMagali Legast, Lisa Koutsoviti Koumeri, Yasaman Yousefi, Axel Legay. [doi]
• Pricing Risk: Analysis of Irish Car Insurance PremiumsAdrian Byrne. [doi]
• Beyond Silos: an Interdisciplinary Analysis of Intersectional Discrimination From an Eu PerspectiveStephan Wolters. [doi]
• Threshold Recourse for Dynamic AllocationsMeirav Segal, Anne-Marie George, Christos Dimitrakakis. [doi]
• Fair Balancing? Evaluating Llm-based Privacy Policy Ethics AssessmentsVincent Freiberger, Erik Buchmann. [doi]
• Building Job Seekers' Profiles: Can Llms Level the Playing Field?Susana Lavado, Leid Zejnilovic. [doi]
• Measurement Modeling of Predictors and Outcomes in Algorithmic FairnessElisabeth Kraus, Christoph Kern. [doi]
• How to Be Fair? a Discussion and Future PerspectivesMarco Favier, Toon Calders. [doi]
• Unveiling the Blindspots: Examining Availability and Usage of Protected Attributes in Fairness DatasetsJan Simson, Alessandro Fabris, Christoph Kern 0001. [doi]
• Identifying Gender Stereotypes and Biases in Automated Translation From English to Italian Using Similarity NetworksFatemeh Mohammadi, Marta Annamaria Tamborini, Paolo Ceravolo, Costanza Nardocci, Samira Maghool. [doi]
• Algorithmic Fairness in Clinical Natural Language Processing: Challenges and OpportunitiesDaniel Anadria, Anastasia Giachanou, Jacqueline Kernahan, Roel Dobbe, Daniel L. Oberski. [doi]
• 20% Increase in Fairness for Black Applicants": a Critical Examination of Fairness Measurements Offered by StartupsCorinna Hertweck, Maya Guido. [doi]
• On Prediction-modelers and Decision-makers: Why Fairness Requires More Than a Fair Prediction ModelTeresa Scantamburlo, Joachim Baumann 0002, Christoph Heitz. [doi]
• Categorizing Algorithmic Recommendations: a Matter of System, Agent, PatientMatteo Fabbri, Jesús Salgado. [doi]
• Beyond Distributions: a Systematic Review on Relational Algorithmic JusticeLaila Wegner, Marie Christin Decker, Carmen Leicht-Scholten. [doi]
• Risky Complaints: Unpacking Recent Trends in Risk Assessment Across Global Supply ChainsGabriel Grill. [doi]
• Mapping Policymakers' and Laypeople's Perceptions of Genai and FptChiara Ullstein, Michel Hohendanner, Jens Grossklags. [doi]
• Fairret: a Flexible Pytorch Library for FairnessMaryBeth Defrance, Maarten Buyl, Tijl De Bie. [doi]
• Algorithmic Collective Action in Recommender Systems: Promoting Songs by Reordering PlaylistsJoachim Baumann 0002, Celestine Mendler-Dünner. [doi]
• Implications of the Ai Act for Non-discrimination Law and Algorithmic FairnessLuca Deck, Jan-Laurin Müller, Conradin Braun, Domenique Zipperling, Niklas Kühl 0001. [doi]
• Enabling Users' Control on Recommender Systems for Short Videos: a Design Proposal for the Implementation of the Requirements of the Digital Services ActMatteo Fabbri, Jingyi Jia, Wolfgang Woerndl. [doi]
• Fairness in Graph-theoretical Optimization ProblemsChristopher Hojny, Frits C. R. Spieksma, Sten Wessel. [doi]
• Enhancing Fairness Through Time-aware Recourse: a Pathway to Realistic Algorithmic RecommendationsIsacco Beretta, Martina Cinquini, Isabel Valera. [doi]
• A Fair Selective Classifier to Put Humans in the LoopDaphne Lenders, Andrea Pugnana, Roberto Pellungrini, Toon Calders, Fosca Giannotti, Dino Pedreschi. [doi]
• Challenging "subgroup Fairness": Towards Intersectional Algorithmic Fairness Based on PersonasMarie Christin Decker, Laila Wegner, Carmen Leicht-Scholten. [doi]
• Eliciting Discrimination Risks in Algorithmic Systems: Taxonomies and RecommendationsMarta Marchiori Manerba. [doi]
• Governing Online Platforms After the Digital Services Act: an Analysis of the Commission Decision on Initiating Proceedings Against XMatteo Fabbri. [doi]
• Exploring Fusion Techniques in Multimodal Ai-based Recruitment: Insights From FaircvdbSwati, Arjun Roy 0001, Eirini Ntoutsi. [doi]
• Algorithmic Fairness in Geo-intelligence Workflows Through CausalityBrian K. Masinde, Caroline Gevaert, Michael H. Nagenborg, Marc van den Homberg, Jaap Zevenbergen. [doi]
• Policy Advice and Best Practices on Bias and Fairness in Artificial IntelligenceJosé M. Álvarez 0002, Alejandra Bringas Colmenarejo, Alaa Elobaid, Simone Fabbrizzi, Miriam Fahimi, Antonio Ferrara 0003, Siamak Ghodsi, Carlos Mougan, Ioanna Papageorgiou, Paula Reyero Lobo, Mayra Russo, Kristen M. Scott, Laura State, Xuan Zhao, Salvatore Ruggieri. [doi]
• Integrating Fairness in Ai Development: Technical Insights From the Fair by Design FrameworkMira Reisinger, Rania Wazir. [doi]
• It Is Not About Bias But DiscriminationChaewon Yun, Claudia Wagner 0001, Jan-Christoph Heilinger. [doi]