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Paper · arXiv

Revealing Positive and Negative Role Models to Help People Make Good Decisions

We consider a setting where agents take action by following their role models in a social network, and study strategies for a social planner to help agents by revealing whether the role models are positive or negative. Specifically, agents observe a local neighborhood of possible role models they can emulate, but do not know their true labels. Revealing a positive label encourages emulation, while revealing a negative one redirects agents toward alternative options. The social planner observes all labels, but operates under a limited disclosure budget that it selectively allocates to maximize social welfare (the expected number of agents who emulate adjacent positive role models). We cons...

AuthorsAvrim Blum, Keziah Naggita, Matthew R. Walter et al.
Primary categorycs.AI
Published3 March 2026
Last updated at source3 March 2026
cs.AI
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