Full papers

Archival

Equality insights in the development of fairer high-risk AI systems and the control of its discriminatory impacts
Anna Capellà i Ricart

Harmful Impacts of ML: Empirically Triangulating the Concerns and Practices of Developers
Agathe Balayn, Ujwal Gadiraju 

What Is Fairness? On Protected Attributes and Fictitious Worlds
Ludwig Bothmann, Kristina Peters, Bernd Bischl

Overcoming Fairness Trade-offs via Pre-processing: A Causal Perspective
Charlotte Leininger, Simon Rittel, Ludwig Bothmann

The epistemic dimension of algorithmic fairness: assessing its impact in innovation diffusion and fair policy making
Camilla Quaresmini, Eugenia Villa, Valentina Breschi, Viola Schiaffonati, Mara Tanelli 

Uncovering Areas for AI Governance Tools Refinement through Real-World Use Case Analysis from Canada, Chile and Singapore
Kate Kaye

Move forward or break ranks: Workshopping re-idealized explanation obligations to foster fundamental change and resistance to oppression
Aviva de Groot

Medicine After Death: XAI and Algorithmic Fairness Under Label Bias
Olalekan Joseph Akintande, Siavash Bigdeli, Aasa Feragen

Fares on Fairness: Using a Total Error Framework to Examine the Role of Measurement and Representation in Training Data on Model Fairness and Bias
Patrick Oliver Schenk, Christoph Kern, Trent D. Buskirk

Detecting Discrimination in Job Vacancies: A Critical Reflection on the Potential of AI Language Models
Steven Vethman, Ajaya Adhikari, Eliza D.K. Hobo, Maaike H.T. De Boer, Joost A.G.M. van Genabeek, Cor J. Veenman

Exposing Hidden Vulnerabilities: A privacy audit of algorithmic fairness
Niloy Purkait, Henry Brighton, Emmanuel Keuleers

A Five-Phase Framework for Fair Insurance: Reviewing Strategies for Digital Price Differentiation
Rijk Mercuur, Sieuwert van Otterloo, Huib Aldewereld 

Reclaiming Rights for Platform Governance: Proposals for Restoring Their Centrality in the Era of Risks
Nicolás Zara, Ramiro Alvarez-Ugarte, Agustina Del Campo 

Non-archival

Uncovering Social Scoring Systems and Their Impact on Fairness and Digital Dignity
Maud Reveilhac, Vlada Druta, Giorgia Serretti, Aurelia Tamò-Larrieux, Marlène Sapin

Reexamining the Site of Justice: The Case of Algorithmic Monoculture
Shiying Li 

Extended Abstracts

Archival

Individual Fairness in Algorithmic Hiring
Stavros Davidopoulos, Panagiotis Symeonidis, Dimitris Sacharidis 

Can AI Help Reduce Human Bias? Insights from Police Rearrest Predictions
Yong Suk Lee

AI Certification and Assessment Catalogues: Practical Use and Challenges in the Context of the European AI Act
Gregor Autischer, Kerstin Waxnegger, Dominik Kowald 

A Simulation Framework for Studying the Social Impacts of Algorithm-Based Refugee Matching
Christoph Kern, Jakob Kappenberger, Frederic Gerdon, Clara Strasser Ceballos, Daria Szafran, Florian Rupp, Ruben L. Bach 

When Algorithms Play Favorites: Lookism in the Generation and Perception of Faces
Miriam Doh, Aditya Gulati, Matei Mancas, Nuria M Oliver 

Understanding Perspectives about AI Ethics Among Charity Workers in the United Kingdom
Sakina Hansen

Fairness in Social Influence Maximization via Optimal Transport
Shubham Chowdhary, Giulia De Pasquale, Nicolas Lanzetti, Ana-Andreea Stoica, Florian Dorfler

Algorithmic Transparency: The EU Digital Services Act and Young People's Experiences of Online Platforms
Megan Nyhan, Susan Leavy, Pranav Narula, Kevin Doherty, Barry O'Sullivan, Ruihai Dong, Izzy Fox, Josephine Griffith

Towards Trustworthy Multi-stakeholder Recommender Systems
Katarína Marcinčinová, Adrian Gavornik, Matúš Mesarčík, Michal Kompan 

Model-based Algorithmic Auditing of Social Media AI Algorithms
Ivan Srba, Branislav Pecher, Jakub Simko, Robert Moro, Maria Bielikova

A Benchmark for Client-level Fairness in Federated Learning
Xenia Heilmann, Luca Corbucci, Mattia Cerrato 

Re-evaluating the role of refugee integration factors for building more equitable allocation algorithms
Clara Strasser Ceballos, Marcus Novotny, Christoph Kern

The social construction of algorithms and the limits of algorithmic transparency
Heiner Heiland, Matthias Sommer 

Evaluating Gender Bias in Large Language Models in Academic Knowledge Production
Judit Herman, Kira Diana Kovacs, Yaije Wang, Orsolya Vasarhelyi

Investigating Popularity Bias Amplification in Recommender Systems Employed in the Entertainment Domain
Dominik Kowald

Invisible Inequalities - Intersectional Fairness in Educational AI
Marie Mirsch, Jonas Strube, Carmen Leicht-Scholten

Bias in Intent Detection: A Dynamical Systems Perspective
Eduardo Sanchez-Karhunen, Jose F. Quesada-Moreno, Miguel A. Gutiérrez-Naranjo

Anticipating Risks and Identifying Governance Measures for the Use of genAI and FPT: Citizens’ Perspectives Across Six Countries
Chiara Ullstein, Michel Hohendanner, Jens Grossklags

Ethical Implications of Mental Health Chatbots: Addressing Anthropomorphism, Deception, and Regulatory Gaps
Thomas Leis 

Fake Transparency: When Mobile Apps Say One Thing but Do Another
Alejandro Pérez-Fuente, Pablo-Abel Criado-Lozano, M. Mercedes Martínez-González 

Situating and Understanding Machine Unlearning, Ethically
Iqra Aslam

Facial Demography Analysis of the LAION Dataset
Iris Dominguez-Catena, Daniel Paternain, Mikel Galar 

Toward developing a Social Impact Assessment for AI in the public sector (SIA4AI) framework: key design considerations
Samaneh Bagheri, Vanessa Dirksen

LLMs’ Pluralistic Compatibility
Severin Engelmann, Rajiv Movva 

Algorithmic Fairness over the Years - A Scoping Review of Research in Computer Science and Law
Anne Oloo, Daphne Lenders

From Implicit to Explicit Assumptions: Why There is No Fairness Without Bias-Awareness
Marco Favier, Toon Calders 

Influence of Label and Selection Bias on Fairness Interventions
Magali Legast, Toon Calders, Francois Fouss 

Stochastic Fairness Interventions Are Arbitrary
Mattia Cerrato, Marius Köppel, Kiara Stempel, Philipp Wolf, Stefan Kramer

When Predictions are More Than Predictions: Performativity and the Road Towards Morally Responsible Predictive Systems
Donal Khosrowi, Markus Ahlers, Philippe van Basshuysen

Standardising Equality in the Algorithmic Society? A Research Agenda
Raphaële Xenidis, Miriam Fahimi 

Algorithmic (un)fairness from a system perspective: Insights from system safety
Eva de Winkel, Jacqueline Kernahan, Roel Dobbe

Beyond Fairness: Trans Unliveability in European Algorithmic Assemblages
Christoffer Koch Andersen

Investigating fair data acquisition for risk prediction in resource-constrained settings
Ioanna Thoma, Brieuc Lehmann, Ricardo Silva, Matthew Sperrin, Elisabeth Abhayaratna, Karla Diaz Ordaz 

Uncertainty as a Primary Barrier for Trustworthy AI Under the EU AI Act: German SME Perspectives
Simon Jarvers, Chiara Ullstein, Jens Grossklags 

Non-archival

Optimizing Social Network Interventions via Hypergradient-Based Recommender System Design
Marino Kühne, Panagiotis D. Grontas, Giulia De Pasquale, Giuseppe Belgioioso, Florian Dorfler, John Lygeros

Privilege Scores
Ludwig Bothmann, Philip A. Boustani, Jose M. Alvarez, Giuseppe Casalicchio, Bernd Bischl, Susanne Dandl

Algorithmic Design and Discourse Theory of Democracy: Social Media Content Recommendation for Societal Good
Jana Lasser, Nikolaus Poechhacker 

How is the Socio-Demographic Background of Researchers in AI & ML Related to the Values reflected in their Research?
Paula Nauta, Ana María Jaramillo, Fariba Karimi

The World We See Through AI’s Eyes: U.S. Cultural Dominance In Text-to-Image Generation
Aleksandra Urman, Elsa Lichtenegger, Azza Bouleimen, Robin Forsberg, Corinna Hertweck, Desheng Hu, Stefania Ionescu, Kshitijaa Jaglan, Salima Jaoua, Nicolò Pagan, Ancsa Hannak, Joachim Baumann 

Algorithmic Fairness and the Diachronic Feasibility Argument
Otto Sahlgren

It's complicated. The relationship of algorithmic fairness and non-discrimination regulations in the EU AI Act
Kristof Meding 

Fairness-Regulated Dense Subgraph Discovery
Emmanouil Kariotakis, Nicholas D. Sidiropoulos, Aritra Konar 

Shaping AI at Work: Unpacking the EU AI Act
Gwendolin Barnard

Active Fourier Auditor for Estimating Distributional Properties of ML Models
Ayoub Ajarra, Bishwamittra Ghosh, Debabrota Basu

When and Why are Algorithmic Generalizations Morally Wrong? AI, Negligence and (Dis)Respect for Persons
Hugo Cossette-Lefebvre, Jocelyn Maclure 

ABCFair: an Adaptable Benchmark approach for Comparing Fairness methods
MaryBeth Defrance, Maarten Buyl, Tijl De Bie 

It will be what we want it to be: sociotechnical and contested systemic risk at the core of the EU’s regulation of platforms’ AI systems
Mateus Correia de Carvalho

Auditing recommender systems under the Digital Services Act: emerging evidence and paths forward
Matteo Fabbri, Ludovico Boratto

Hardness of Auditing Black-Box ML Models with Prospective Updates
Ayoub Ajarra, Debabrota Basu 

Why am I Still Seeing This: Measuring the Effectiveness Of Ad Controls and Explanations in AI-Mediated Ad Targeting Systems
Jane Castleman, Aleksandra Korolova

Rethinking Multiple and Intersectional Discrimination in Fair Machine Learning
Deborah D. Kanubala, Isabel Valera

Predictions, Performativity, and Potential Outcomes: Communicative Rationality in Prediction-Allocation Problems.
Sebastian Zezulka, Konstantin Genin

The Competing Interests Shaping Article 40
Tim Booker, Jana Lasser

The Great Data Standoff: Researchers vs. Platforms under the Digital Services Act
Catalina Goanta, Savvas Zannettou, Rishabh Kaushal, Jacob van de Kerkhof, Thales Bertaglia, Taylor Annabell, Haoyang Gui, Gerasimos Spanakis, Adriana Iamnitchi