EWAF24 2024

Table of Contents

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