4 papers
Marginal Fidelity Does Not Establish User Simulation in Demographic Synthetic Survey Panels: Response Contracts, Support Collapse and Conditioning Failure
Alexander Doudkin
Demographic synthetic survey panels are often validated by matching aggregate answers to published surveys. We test what that certificate establishes across six multiselect batteri…
The Spark Effect: On Engineering Creative Diversity in Multi-Agent AI Systems
Alexander Doudkin, Anton Voelker, Friedrich von Borries
Creative services teams increasingly rely on large language models (LLMs) to accelerate ideation, yet production systems often converge on homogeneous outputs that fail to meet bra…
AI persuading AI vs AI persuading Humans: LLMs' Differential Effectiveness in Promoting Pro-Environmental Behavior
Alexander Doudkin, Pat Pataranutaporn, Pattie Maes
Pro-environmental behavior (PEB) is vital to combat climate change, yet turning awareness into intention and action remains elusive. We explore large language models (LLMs) as tool…
OceanChat: The Effect of Virtual Conversational AI Agents on Sustainable Attitude and Behavior Change
Pat Pataranutaporn, Alexander Doudkin, Pattie Maes
Marine ecosystems face unprecedented threats from climate change and plastic pollution, yet traditional environmental education often struggles to translate awareness into sustaine…