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Gianluca Brero

2 accepted papers

2022

Learning to Mitigate AI Collusion on Economic Platforms

NeurIPS 2022accept

Algorithmic pricing on online e-commerce platforms raises the concern of tacit collusion, where reinforcement learning algorithms learn to set collusive prices in a decentralized manner and through nothing more than profit feedback. This raises the question as to whether collusive pricing can be pre…

Cited by 18SourcePDFScholar
2021

Reinforcement Learning of Sequential Price Mechanisms

AAAI 2021technical

We introduce the use of reinforcement learning for indirect mechanisms, working with the existing class of sequential price mechanisms, which generalizes both serial dictatorship and posted price mechanisms and essentially characterizes all strongly obviously strategyproof mechanisms. Learning an op…