Optimal rates and efficient algorithms for online bayesian persuasion

M Bernasconi, M Castiglioni, A Celli… - International …, 2023 - proceedings.mlr.press
Bayesian persuasion studies how an informed sender should influence beliefs of rational
receivers that take decisions through Bayesian updating of a common prior. We focus on the …

Sequential information design: Learning to persuade in the dark

M Bernasconi, M Castiglioni… - Advances in …, 2022 - proceedings.neurips.cc
We study a repeated information design problem faced by an informed sender who tries to
influence the behavior of a self-interested receiver. We consider settings where the receiver …

Multi-receiver online bayesian persuasion

M Castiglioni, A Marchesi, A Celli… - … on Machine Learning, 2021 - proceedings.mlr.press
Bayesian persuasion studies how an informed sender should partially disclose information
to influence the behavior of a self-interested receiver. Classical models make the stringent …

Bayesian persuasion in sequential decision-making

J Gan, R Majumdar, G Radanovic… - Proceedings of the AAAI …, 2022 - ojs.aaai.org
We study a dynamic model of Bayesian persuasion in sequential decision-making settings.
An informed principal observes an external parameter of the world and advises an …

Learning to persuade on the fly: Robustness against ignorance

Y Zu, K Iyer, H Xu - Proceedings of the 22nd ACM Conference on …, 2021 - dl.acm.org
We study a repeated persuasion setting between a sender and a receiver, where at each
time t, the sender shares information about a payoff-relevant state with the receiver. The …

Incentivized learning in principal-agent bandit games

A Scheid, D Tiapkin, E Boursier, A Capitaine… - arxiv preprint arxiv …, 2024 - arxiv.org
This work considers a repeated principal-agent bandit game, where the principal can only
interact with her environment through the agent. The principal and the agent have …

Regret-minimizing Bayesian persuasion

Y Babichenko, I Talgam-Cohen, H Xu… - Games and Economic …, 2022 - Elsevier
We revisit the celebrated Bayesian persuasion setting and examine how well the Sender
can perform when ignorant of the Receiver's utility. Taking an adversarial approach, we …

[PDF][PDF] No-regret learning in bilateral trade via global budget balance

M Bernasconi, M Castiglioni, A Celli… - Proceedings of the 56th …, 2024 - dl.acm.org
Bilateral trade models the problem of intermediating between two rational agents—a seller
and a buyer—both characterized by a private valuation for an item they want to trade. We …

Markov persuasion processes: Learning to persuade from scratch

F Bacchiocchi, FE Stradi, M Castiglioni… - arxiv preprint arxiv …, 2024 - arxiv.org
In Bayesian persuasion, an informed sender strategically discloses information to a receiver
so as to persuade them to undertake desirable actions. Recently, a growing attention has …

Signaling in Bayesian network congestion games: the subtle power of symmetry

M Castiglioni, A Celli, A Marchesi, N Gatti - Proceedings of the AAAI …, 2021 - ojs.aaai.org
Network congestion games are a well-understood model of multi-agent strategic
interactions. Despite their ubiquitous applications, it is not clear whether it is possible to …