Vianney Perchet

Professor at CREST, ENSAE Paris (Institut Polytechnique de Paris) and distinguished researcher at the Criteo AI Lab. Co-lead of the FairPlay joint team (Criteo · Inria · IP Paris).

R(T) T √T

regret: sublinear, ideally.

Looking for Vianney the singer? You pulled the wrong arm — the optimal one is over there.

Portrait of Vianney Perchet

§ aboutAbout

My research sits at the interface of machine learning and game theory, at the junction of mathematics, computer science and economics. It ranges from pure theory — optimal rates of convergence of sequential learning algorithms — to concrete applications such as recommender systems, online advertising auctions and the design of transparent and fair marketplaces.

I have been a professor at CREST (Centre de recherche en économie et statistique) at ENSAE Paris since 2019, and a part-time distinguished researcher at the Criteo AI Lab since 2017. Together with Patrick Loiseau, I co-lead FairPlay, the joint Criteo–Inria–Institut Polytechnique de Paris team studying the impact of AI on the design of transparent and fair marketplaces. Before joining ENSAE, I was a professor and head of the mathematics department at ENS Paris-Saclay (CMLA, now Centre Borelli, 2016–2019), and before that assistant professor at Université Paris Diderot (LPMA, 2011–2015).

multi-armed bandits online learning game theory auctions & pricing online matching learning-augmented algorithms fairness & privacy
MScT — co-director I co-direct, with Charles-Albert Lehalle, the MScT AI for Markets and Quantitative Investment (MaQI) — a joint École Polytechnique–ENSAE Paris master's program at the crossroads of machine learning and quantitative finance, taught entirely in English, starting September 2026.

§ newsNews

§ recent publicationsRecent publications

ALG/OPT t 1 1−1/e

competitive ratio: 1−1/e, as it should be.

A selection of publications from 2020 onwards. The complete list, including earlier work, is on Google Scholar and DBLP.

§ the groupThe group

PhD students

Postdocs

PhD alumni

Hover a name for the thesis title; click for the manuscript.

Postdoc alumni — where they are now

Prospective PhD students: please reach out by email with a CV and a short statement of interest.

§ teachingTeaching

§ off the whiteboardHandball

When I'm not proving theorems, I'm on a handball court with my team at US Palaiseau. Proudest moment: winning the French national cup in 2022 — with the final played at Bercy, no less. Some results are worth more than others.

US Palaiseau celebrating the 2022 French national cup win at the Accor Arena, Bercy

Accor Arena, Bercy — Coupe de France 2022. Optimal matching.

§ contactContact

Email

vianney.perchet@normalesup.org

Office

CREST — ENSAE Paris
5 avenue Henry Le Chatelier
91120 Palaiseau, France