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

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