Learning Reward Machines in Cooperative Multi-Agent Tasks

24 March 2023

Papers citing "Learning Reward Machines in Cooperative Multi-Agent Tasks"

10 / 10 papers shown

Title
Reinforcement Learning with Knowledge Representation and Reasoning: A Brief Survey Chao Yu Xuejing Zheng H. Zhuo OffRL LRM 84 8 0 24 Apr 2023
Learning Symbolic Representations for Reinforcement Learning of Non-Markovian Behavior Phillip J. K. Christoffersen Andrew C. Li Rodrigo Toro Icarte Sheila A. McIlraith OffRL 42 5 0 08 Jan 2023
DistSPECTRL: Distributing Specifications in Multi-Agent Reinforcement Learning Systems Joe Eappen Suresh Jagannathan 28 3 0 28 Jun 2022
Hierarchies of Reward Machines Daniel Furelos-Blanco Mark Law Anders Jonsson Krysia Broda A. Russo 44 9 0 31 May 2022
Reward Machines: Exploiting Reward Function Structure in Reinforcement Learning Rodrigo Toro Icarte Toryn Q. Klassen Richard Valenzano Sheila A. McIlraith OffRL 108 221 0 06 Oct 2020
Induction and Exploitation of Subgoal Automata for Reinforcement Learning Daniel Furelos-Blanco Mark Law Anders Jonsson Krysia Broda A. Russo 34 31 0 08 Sep 2020
Reward Machines for Cooperative Multi-Agent Reinforcement Learning Cyrus Neary Zhe Xu Bo Wu Ufuk Topcu 50 46 0 03 Jul 2020
Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning Tabish Rashid Mikayel Samvelyan Christian Schroeder de Witt Gregory Farquhar Jakob N. Foerster Shimon Whiteson 94 807 0 19 Mar 2020
Reinforcement Learning with Non-Markovian Rewards Maor Gaon Ronen I. Brafman OffRL 79 76 0 05 Dec 2019
Joint Inference of Reward Machines and Policies for Reinforcement Learning Zhe Xu I. Gavran Yousef Ahmad R. Majumdar Daniel Neider Ufuk Topcu Bo Wu 60 93 0 12 Sep 2019