collaborators

8 papers

math.OC2026

Backward SDE characterization of the finite horizon Principal-Agent problem

Nizar Touzi, Yuxing Huang

We consider the finite horizon continuous-time Principal--Agent problem under deterministic discount factors. Following the Sannikov reduction to a stochastic control problem, we p…

q-fin.MF2026

Forward Hedging Reshapes Incentive Provision

René Aïd, Nizar Touzi, Stéphane Villeneuve

We study how forward hedging reshapes incentive provision inside the firm. We consider a risk-averse producer facing demand and production risk that can either operate in-house or…

math.PR2026

Particle system approximation of Nash equilibria in large games

Ludovic Tangpi, Nizar Touzi

We develop a probabilistic framework to approximate Nash equilibria in symmetric -player games in the large population regime, via the analysis of associated mean field games (M…

cs.GT2026

On Approximate Nash Equilibria in Mean Field Games

Mao Fabrice Djete, Nizar Touzi

In the context of large population symmetric games, approximate Nash equilibria are introduced through equilibrium solutions of the corresponding mean field game in the sense that…

math.PR2025

Itō and Itō-Wentzell chain rule for flows of conditional laws of continuous semimartingales: an easy approach

Assil Fadle, Mehdi Talbi, Nizar Touzi

We provide a general Itō\,-Wentzell formula for a random field of maps on the Wasserstein space of probability measures, defined by continuous semimartingales, and evaluated along…

q-fin.MF2025

First order Martingale model risk and semi-static hedging

Nathan Sauldubois, Nizar Touzi

We investigate model risk distributionally robust sensitivities for functionals on the Wasserstein space when the underlying model is constrained to the martingale class and/or is…