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Robustness of Persuasion to Receiver Preferences

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  • Ronen Gradwohl
  • Fengming Hu
  • Rann Smorodinsky

Abstract

We study the robustness of Bayesian persuasion to uncertainty about the receiver's preferences. We analyze two conceptually distinct notions: continuity, in which only the modeler lacks precise knowledge, but where the model's predictions are nonetheless accurate; and robustness, in which the sender also lacks precise knowledge, but where the outcome is insensitive to this ignorance. We model preference uncertainty as infinitesimally small, non-probabilistic (Knightian) uncertainty, and the sender's behavior as either minimizing the regret or maximizing the minimum utility. We show that continuity holds if and only if robustness holds, and that both notions are generic. Thus, while some instances of Bayesian persuasion are fragile, typical instances are both continuous and robust with respect to a small amount of ignorance.

Suggested Citation

  • Ronen Gradwohl & Fengming Hu & Rann Smorodinsky, 2026. "Robustness of Persuasion to Receiver Preferences," Papers 2605.28265, arXiv.org.
  • Handle: RePEc:arx:papers:2605.28265
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    References listed on IDEAS

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    1. Babichenko, Yakov & Talgam-Cohen, Inbal & Xu, Haifeng & Zabarnyi, Konstantin, 2022. "Regret-minimizing Bayesian persuasion," Games and Economic Behavior, Elsevier, vol. 136(C), pages 226-248.
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    7. Jiarui Gan & Minbiao Han & Jibang Wu & Haifeng Xu, 2023. "Robust Stackelberg Equilibria," Papers 2304.14990, arXiv.org, revised Jun 2025.
    8. Itai Arieli & Ronen Gradwohl & Rann Smorodinsky, 2023. "Informationally Robust Cheap-Talk," Papers 2302.00281, arXiv.org.
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    10. Arieli, Itai & Babichenko, Yakov & Smorodinsky, Rann & Yamashita, Takuro, 2023. "Optimal persuasion via bi-pooling," Theoretical Economics, Econometric Society, vol. 18(1), January.
    11. Christoph Diehl & Christoph Kuzmics, 2021. "The (non-)robustness of influential cheap talk equilibria when the sender’s preferences are state independent," International Journal of Game Theory, Springer;Game Theory Society, vol. 50(4), pages 911-925, December.
    12. Ju Hu & Xi Weng, 2021. "Robust persuasion of a privately informed receiver," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 72(3), pages 909-953, October.
    13. Tao Lin & Yiling Chen, 2024. "Generalized Principal-Agent Problem with a Learning Agent," Papers 2402.09721, arXiv.org, revised Oct 2025.
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