| Vol-4136 urn:nbn:de:0074-4136-x Copyright © 2025 for the individual papers by the papers' authors. Copyright © 2025 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# IAAI-ALA 2025
Joint Proceedings of Identity-aware AI and Awareness in Learning Agents 2025

### Joint Proceedings of the Workshops Identity-aware AI and Awareness in Learning Agents 2025
co-located with 28th European Conference on Artificial Intelligence (ECAI 2025).

### Bologna, Italy, October 28th, 2025.

Edited by

###
Pranav A1
Valerio Basile2
Neele Falk3
David Jurgens4
Gabriella Lapesa5
Anne Lauscher1
Soda Marem Lo2
Davide Bacciu 6
Cosimo Della Santina 7
Ophelia Deroy 8
Sabine Hauert 9
Hedi Karray 10
Sadegh Soudjani 11

1 University of Hamburg, Germany
2 University of Turin, Italy
3 University of Stuttgart, Germany
4 University of Michigan, United States
5 GESIS, Leibniz Institute for the Social Sciences & Heinrich-Heine University of Düsseldorf, Germany
6 University of Pisa, Italy
7 TU Delft, Netherlands
8 LMU Munich, Germany
9 University of Bristol, UK
10 European Innovation Council, Belgium
11 Max Planck Institute for Software Systems, Kaiserslautern, Germany

## Table of Contents

- Preface
  Summary: The Identity-aware AI 2025 workshop had 16 papers submitted for peer-review to this workshop. Out of these, 13 papers were accepted for this volume, 12 as regular papers and 1 as short papers.
  The Awareness in Learning Agents 2025 workshop had 7 papers submitted for peer-review to this workshop. Out of these, 3 papers were accepted for this volume, 2 as regular papers and 1 as short papers. All submitted papers were given the opportunity to present a poster in the workshop in order to foster discussions on awareness in learning agents.

### Identity-aware AI 2025

#### Invited Talks IAAI

- From Opportunity to Compliance: the AEQUITAS Framework for Fair AI
  Roberta Calegari, University of Bologna
- Robust Learning Methods for Uncertain Data: from Imprecision to Perspectivism
  Andrea Campagner, University of Milano-Bicocca

#### Main session IAAI

- A Fair and Personalized Dementia Prediction Framework Using Longitudinal and Demographic Data from South Korea
  Hong-Woo Chun, Lee-Nam Kwon, Hyeonho Shin, SungWha Hong, Jae-Min Lee
- From Perceived Effectiveness to Measured Impact: Identity-Aware Evaluation of Automated Counter-Stereotypes
  Svetlana Kiritchenko, Anna Kerkhof, Isar Nejadgholi, Kathleen C. Fraser
- MetaRAG: Metamorphic Testing for Hallucination Detection in RAG Systems
  Channdeth Sok, David Luz, Yacine Haddam
- Who are you, ChatGPT? Personality and Demographic Style in LLM-Generated Content
  Dana Sotto Porat, Ella Rabinovich
- On the Interplay between Musical Preferences and Personality through the Lens of Language
  Eliran Shem-Tov, Ella Rabinovich
- Political Bias in Large Language Models: A Case Study on the 2025 German Federal Election
  Buket Kurtulus, Anna Kruspe
- Identity by Design? Evaluating Gender Conditioning in LLM-Generated Agent Identity Profiles
  Mattia Rampazzo, Saba Ghanbari Haez, Patrizio Bellan, Simone Magnolini, Leonardo Sanna, Mauro Dragoni
- Testing LLMs’ Sensitivity to Sociodemographics in Offensive Speech Detection
  Lia Draetta, Soda Marem Lo, Samuele D'Avenia, Valerio Basile, Rossana Damiano
- IntersectionRE: Mitigating Intersectional Bias in Relation Extraction Through Coverage-Driven Augmentation
  Amirhossein Layegh, Amir H. Payberah, Mihhail Matskin
- Identity-Aware Large Language Models require Cultural Reasoning
  Alistair Plum, Anne-Marie Lutgen, Christoph Purschke, Achim Rettinger
- Visual Stereotypes of Autism Spectrum in Janus-Pro-7B, DALL-E, Stable Diffusion, SDXL, FLUX, and Midjourney
  Maciej Wodziński, Marcin Rządeczka, Anastazja Szuła, Kacper Dudzic, Marcin Moskalewicz
- Trustworthy AI Through Dual-Role Reasoning: Ethical, Legal, and Psychological Internal Critique
  Chengheng Li-Chen, Antonio Lobo-Santos, Marc Serramia, Maite Lopez-Sanchez

### Awareness in Learning Agents 2025

#### Invited Talks ALA

- Psychological and epistemological biases affecting the attribution of higher cognitive functions to artificial systems
  Stefano Palminteri, INSERM Research Director
- Bridging the Trust Gap: Relational Awareness for Trustworthy AI
  Luis Marcos Vidal, Hospital del Mar Research Institute

#### Main session ALA

- When I Choose for You: Moral Reasoning in Third-Person Ethics for HRI
  Hannah Wiedemann, Serena Marchesi, Agnieszka Wykowska
- Barrier Certificate Computation using Gaussian Process Optimization
  Xinyu Ge, Sadegh Soudjani, Paolo Zuliani
- A Personalized, Multimodal AI Assistant for Enhancing Museum Visitor Experience
  Anmol Guragain, Jaime Bellver Soler, Samuel Ramos Varela, Long Lin, David Aragón Diaz, Luis Fernando D’Haro

2025-11-24: submitted by Soda Marem Lo, metadata incl. bibliographic data published under Creative Commons CC0
2025-12-18: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|