Concave Utility Reinforcement Learning: the Mean-Field Game Viewpoint

Concave Utility Reinforcement Learning: the Mean-Field Game Viewpoint

7 June 2021

Julien Pérolat

Mathieu Laurière

Romuald Elie

Sarah Perrin

Olivier Bachem

Olivier Pietquin

Papers citing "Concave Utility Reinforcement Learning: the Mean-Field Game Viewpoint"

15 / 15 papers shown

Title
Online Episodic Convex Reinforcement Learning B. Moreno Khaled Eldowa Pierre Gaillard Margaux Brégère Nadia Oudjane OffRL 29 0 0 12 May 2025
Global Reinforcement Learning: Beyond Linear and Convex Rewards via Submodular Semi-gradient Methods Ric De Santi Manish Prajapat Andreas Krause 36 3 0 13 Jul 2024
MetaCURL: Non-stationary Concave Utility Reinforcement Learning B. Moreno Margaux Brégère Pierre Gaillard Nadia Oudjane OffRL 37 0 0 30 May 2024
A Dual Perspective of Reinforcement Learning for Imposing Policy Constraints Bram De Cooman Johan A. K. Suykens 28 0 0 25 Apr 2024
Population-aware Online Mirror Descent for Mean-Field Games by Deep Reinforcement Learning Zida Wu Mathieu Lauriere Samuel Jia Cong Chua M. Geist Olivier Pietquin Ankur M. Mehta 24 5 0 06 Mar 2024
On Imitation in Mean-field Games Giorgia Ramponi Pavel Kolev Olivier Pietquin Niao He Mathieu Laurière M. Geist AI4CE 30 0 0 26 Jun 2023
Networked Communication for Decentralised Agents in Mean-Field Games Patrick Benjamin Alessandro Abate FedML 40 2 0 05 Jun 2023
Improved Policy Optimization for Online Imitation Learning J. Lavington Sharan Vaswani Mark W. Schmidt OffRL 15 6 0 29 Jul 2022
Challenging Common Assumptions in Convex Reinforcement Learning Mirco Mutti Ric De Santi Piersilvio De Bartolomeis Marcello Restelli OffRL 24 21 0 03 Feb 2022
Generalization in Mean Field Games by Learning Master Policies Sarah Perrin Mathieu Laurière Julien Pérolat Romuald Élie M. Geist Olivier Pietquin AI4CE 81 35 0 20 Sep 2021
Exploration noise for learning linear-quadratic mean field games François Delarue A. Vasileiadis MLT 21 11 0 02 Jul 2021
Scaling up Mean Field Games with Online Mirror Descent Julien Perolat Sarah Perrin Romuald Elie Mathieu Laurière Georgios Piliouras M. Geist K. Tuyls Olivier Pietquin LRM AI4CE 53 45 0 28 Feb 2021
Approximately Solving Mean Field Games via Entropy-Regularized Deep Reinforcement Learning Kai Cui Heinz Koeppl 62 91 0 02 Feb 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 337 1,951 0 04 May 2020
Frank-Wolfe Algorithms for Saddle Point Problems Gauthier Gidel Tony Jebara Simon Lacoste-Julien 37 70 0 25 Oct 2016