arXiv AI

LLM Consumer Behavior Theory: Foundations of a Novel Research Field

arXiv:2606. 18005v1 Announce Type: new Abstract: Large language models (LLMs) are increasingly deployed as autonomous agents that make consumption decisions on behalf of users.

arXiv AI
Jun 17

Would a Large Language Model Pay Extra for a View? Inferring Willingness to Pay from Subjective Choices

arXiv:2602. 09802v2 Announce Type: replace Abstract: As Large Language Models (LLMs) are increasingly deployed in applications such as travel assistance and purchasing support, they are often required to make subjective choices on behalf of users in settings where no objectively correct answer exists.

By Manon Reusens, Sofie Goethals, Toon Calders, David Martens
arXiv Machine Learning
1d ago

Learning to Price with Persuasion

arXiv:2608. 16699v1 Announce Type: cross Abstract: Motivated by modern marketplaces, where the platform or the seller routinely gathers detailed user profiles, we study a novel learning theoretic model that simultaneously involves information and mechanism design.

By Maria-Florina Balcan, Tejas Pagare, Karan Singh