Signaling in Bayesian Network Congestion Games: the Subtle Power of Symmetry
Matteo Castiglioni, Andrea Celli, Alberto Marchesi, Nicola Gatti
摘要
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 design information structures to ameliorate the overall experience of the network users. We focus on Bayesian games with atomic players, where network vagaries are modeled via a (random) state of nature which determines the costs incurred by the players. A third-party entity—the sender—can observe the realized state of the network and exploit this additional information to send a signal to each player. A natural question is the following: is it possible for an informed sender to reduce the overall social cost via the strategic provision of information to players who update their beliefs rationally? The paper focuses on the problem of computing optimal ex ante persuasive signaling schemes, showing that symmetry is a crucial property for its solution. Indeed, we show that an optimal ex ante persuasive signaling scheme can be computed in polynomial time when players are symmetric and have affine cost functions. Moreover, the problem becomes NP-hard when players are asymmetric, even in non-Bayesian settings.
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引用它的顶会 Paper13
- Multi-Receiver Online Bayesian PersuasionMatteo Castiglioni, Alberto Marchesi, Andrea Celli, Nicola GattiICML 2021 · 被引用 36 次
- Optimal Rates and Efficient Algorithms for Online Bayesian PersuasionMartino Bernasconi, Matteo Castiglioni, Andrea Celli, Alberto Marchesi 等ICML 2023 · 被引用 26 次
- Online Bayesian PersuasionMatteo Castiglioni, Andrea Celli, Alberto Marchesi, Nicola GattiNeurIPS 2020 · 被引用 26 次
- Sequential Information Design: Learning to Persuade in the DarkMartino Bernasconi, Matteo Castiglioni, Alberto Marchesi, Nicola Gatti 等NeurIPS 2022 · 被引用 19 次
- Markov Persuasion Processes: Learning to Persuade From ScratchFrancesco Bacchiocchi, Francesco Emanuele Stradi, Matteo Castiglioni, Alberto Marchesi 等NeurIPS 2025 · 被引用 13 次
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