Theory of Optimal Experimental Manipulation for Psychological Traits of Stimuli Using Generative Networks with Application to Face Images

Name: Theory of Optimal Experimental Manipulation for Psychological Traits of Stimuli Using Generative Networks with Application to Face Images
Start: 2025-05-25T00:00:00+00:00
Location: Washington, DC

Sunday, May 25, 2025 · Washington, DC

Submitted Talk · Sunday, May 25, 2025 · 9:30 AM – 9:45 AM ET

Subject Area: Methodology

We introduce a mathematical theory of optimal experimental manipulation that enables maximal change in psychological traits of various stimuli using generative networks. Across three studies (N = 417) we demonstrate superior performance over existing approaches for face image manipulation, particularly for previously unattainable increase in valence-laden impressions.

Chairs & Discussants

Adam SobieszekSpeaker
University of Warsaw (Uniwersytet Warszawski)
Maciej SiemiątkowskiAuthor
University of Warsaw (Uniwersytet Warszawski)
Kamil ImbirAuthor
University of Warsaw

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Theory of Optimal Experimental Manipulation for Psychological Traits of Stimuli Using Generative Networks with Application to Face Images

Chairs & Discussants

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