AiOfAi: 4th Workshop on Adverse Impacts and Collateral Effects of Artificial Intelligence Technologies 

Accepted Papers

• Paper 1: Age classification in Child Sexual Abuse Materials 

Michal Kozbial and Mateusz Kowalczyk (NASK National Research Institute, Poland)

• Paper 2: Assessing the Reliability of Persona-Conditioned LLMs as Synthetic Survey Respondents 

Erika Elizabeth Taday Morocho, Lorenzo Cima, Tiziano Fagni, Marco Avvenuti and Stefano Cresci (IIT-CNR, University of Pisa, University of Florence, Italy)

• Paper 3: Prompt Scene Investigation: Uncovering the Evidence in LLMs 

Lidaw Fabrice Ledjaki, Yuan-Chen Chang, Mohamed Loutis and Esma Aïmeur (University of Montréal, Canada) 

• Paper 4: Industrialized Deception: The Collateral Effects of LLM-Generated Misinformation on Digital Ecosystems 

Alexander Loth, Martin Kappes and Marc-Oliver Pahl (Frankfurt University of Applied Sciences, IMT Atlantique, UMR IRISA, Germany, France )

• Paper 5: The More You Say, the More You Risk: Ethical Concerns in Large Language Model Reasoning Frameworks 

Jinman Zhao, Linbo Cao, Xueyan Zhang, Ken Shi, Yining Wang and Gerald Penn (University of Toronto, University of Waterloo, Canada)

• Paper 6: Not Just People Anymore: When AI Agents Become Insiders

Christian Kengne (Polytechnique Montréal, Canada)

• Paper 7: DEMO: Ontology-Based Automated Security Analysis for AI Systems and Applications 

Jonathan Roy, Lina Rashdan and Fehmi Jaafar (Université du Québec à Chicoutimi, The George Washington University, Canada, USA)

Workshop Schedule

Tuesday, June 30, 2026 -- 14:00 - 17:30

Welcome and Opening Remarks | 14:00 to 14:10

Keynote : The Network That Thinks: From Infrastructure to Intelligence | 14:10-15:00 Merouane Debbah 

Session 1: Trust, Ethics & Risks in Human-AI Systems 

• Assessing the Reliability of Persona-Conditioned LLMs as Synthetic Survey Respondents | 15:00-15:20 

Erika Elizabeth Taday Morocho, Lorenzo Cima, Tiziano Fagni, Marco Avvenuti and Stefano Cresci (IIT-CNR, University of Pisa, University of Florence, Italy) 

• Prompt Scene Investigation: Uncovering the Evidence in LLMs  | 15:20-15:40  

Lidaw Fabrice Ledjaki, Yuan-Chen Chang, Mohamed Loutis and Esma Aïmeur (University of Montréal, Canada) 

•  Industrialized Deception: The Collateral Effects of LLM-Generated Misinformation on Digital Ecosystems | 15:40-16:00 

Alexander Loth, Martin Kappes and Marc-Oliver Pahl (Frankfurt University of Applied Sciences, IMT Atlantique, UMR IRISA, Germany, France ) 

• The More You Say, the More You Risk: Ethical Concerns in Large Language Model Reasoning Frameworks  | 16:00-16:20 

 Jinman Zhao, Linbo Cao, Xueyan Zhang, Ken Shi, Yining Wang and Gerald Penn (University of Toronto, University of Waterloo, Canada)

Session 2: Security, Forensics & Investigation Systems 

• Age classification in Child Sexual Abuse Materials  | 16:20-16:40

Michal Kozbial and Mateusz Kowalczyk (NASK National Research Institute, Poland)

• Not Just People Anymore: When AI Agents Become Insiders  | 16:40-17:00 

Christian Kengne (Polytechnique Montréal, Canada)

•  DEMO: Ontology-Based Automated Security Analysis for AI Systems and Applications  | 17:00-17:20

Jonathan Roy, Lina Rashdan and Fehmi Jaafar (Université du Québec à Chicoutimi, The George Washington University, Canada, USA)

Closing Remarks | 17:20-17:30