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20242026
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cs.GT2026

Improved Hardness Results for Min-Max Optimization with Coupled Constraints

Martino Bernasconi, Matteo Castiglioni, Andrea Celli +1

We investigate the computational complexity of min-max optimization under coupled constraints. The work of Daskalakis, Skoulakis, and Zampetakis [DSZ21] was the first to study min-…

cs.GT2026

Steering No-Regret Learners to a Desired Equilibrium

Brian Hu Zhang, Gabriele Farina, Ioannis Anagnostides +7

A mediator observes no-regret learners playing an extensive-form game repeatedly across rounds. The mediator attempts to steer players toward some desirable predetermined equil…

cs.GT2025

Single-dimensional Contract Design: Efficient Algorithms and Learning

Martino Bernasconi, Matteo Castiglioni, Andrea Celli

We study a Bayesian contract design problem in which a principal interacts with an unknown agent. We consider the single-parameter uncertainty model introduced by Alon et al. [2021…

cs.GT2024

Optimal Correlated Equilibria in General-Sum Extensive-Form Games: Fixed-Parameter Algorithms, Hardness, and Two-Sided Column-Generation

Brian Zhang, Gabriele Farina, Andrea Celli +1

We study the problem of finding optimal correlated equilibria of various sorts in extensive-form games: normal-form coarse correlated equilibrium (NFCCE), extensive-form coarse cor…

cs.GT2024

Feature-Based Online Bilateral Trade

Solenne Gaucher, Martino Bernasconi, Matteo Castiglioni +2

Bilateral trade models the problem of facilitating trades between a seller and a buyer having private valuations for the item being sold. In the online version of the problem, the…

cs.GT2024

Computing Optimal Equilibria and Mechanisms via Learning in Zero-Sum Extensive-Form Games

Brian Hu Zhang, Gabriele Farina, Ioannis Anagnostides +7

We introduce a new approach for computing optimal equilibria via learning in games. It applies to extensive-form settings with any number of players, including mechanism design, in…