5 papers
Evolution of noisy learning in games
Marta C. Couto, Fernando P. Santos, Christian Hilbe
People make strategic decisions many times a day - during negotiations, when coordinating actions with others, or when choosing partners for cooperation. The resulting dynamics can…
Fairness Dynamics in Digital Economy Platforms with Biased Ratings
J. Martin Smit, Fernando P. Santos
The digital services economy consists of online platforms that facilitate interactions between service providers and consumers. This ecosystem is characterized by short-term, often…
Collective dynamics of strategic classification
Marta C. Couto, Flavia Barsotti, Fernando P. Santos
Classification algorithms based on Artificial Intelligence (AI) are nowadays applied in high-stakes decisions in finance, healthcare, criminal justice, or education. Individuals ca…
Emergence of human-like polarization among large language model agents
Jinghua Piao, Zhihong Lu, Chen Gao +5
Rapid advances in large language models (LLMs) have not only empowered autonomous agents to generate social networks, communicate, and form shared and diverging opinions on politic…
Performative Prediction on Games and Mechanism Design
António Góis, Mehrnaz Mofakhami, Fernando P. Santos +2
Agents often have individual goals which depend on a group's actions. If agents trust a forecast of collective action and adapt strategically, such prediction can influence outcome…