Reward Machines for Cooperative Multi-Agent Reinforcement Learning

Reward Machines for Cooperative Multi-Agent Reinforcement Learning

3 July 2020

Ufuk Topcu

Papers citing "Reward Machines for Cooperative Multi-Agent Reinforcement Learning"

8 / 8 papers shown

Title
Reward Machines for Deep RL in Noisy and Uncertain Environments Andrew C. Li Zizhao Chen Toryn Q. Klassen Pashootan Vaezipoor Rodrigo Toro Icarte Sheila A. McIlraith 48 7 0 31 May 2024
Reinforcement Learning with Knowledge Representation and Reasoning: A Brief Survey Chao Yu Xuejing Zheng H. Zhuo OffRL LRM 55 7 0 24 Apr 2023
Categorical semantics of compositional reinforcement learning Georgios Bakirtzis M. Savvas Ufuk Topcu CoGe 40 4 0 29 Aug 2022
Lifelong Reinforcement Learning with Temporal Logic Formulas and Reward Machines Xuejing Zheng Chao Yu Chong Chen Jianye Hao H. Zhuo CLL OffRL 17 9 0 18 Nov 2021
Compositional Reinforcement Learning from Logical Specifications Kishor Jothimurugan Suguman Bansal Osbert Bastani Rajeev Alur CoGe 28 78 0 25 Jun 2021
Verifiable and Compositional Reinforcement Learning Systems Cyrus Neary Christos K. Verginis Murat Cubuktepe Ufuk Topcu CoGe OffRL 17 16 0 07 Jun 2021
Reward Machines: Exploiting Reward Function Structure in Reinforcement Learning Rodrigo Toro Icarte Toryn Q. Klassen Richard Valenzano Sheila A. McIlraith OffRL 44 215 0 06 Oct 2020
MAVEN: Multi-Agent Variational Exploration Anuj Mahajan Tabish Rashid Mikayel Samvelyan Shimon Whiteson DRL 146 355 0 16 Oct 2019