Reward Machines: Exploiting Reward Function Structure in Reinforcement
Learning

Reward Machines: Exploiting Reward Function Structure in Reinforcement Learning

6 October 2020

Rodrigo Toro Icarte

Toryn Q. Klassen

Richard Valenzano

Sheila A. McIlraith

Papers citing "Reward Machines: Exploiting Reward Function Structure in Reinforcement Learning"

11 / 111 papers shown

Title
Decentralized Graph-Based Multi-Agent Reinforcement Learning Using Reward Machines Jueming Hu Zhe Xu Weichang Wang Guannan Qu Yutian Pang Yongming Liu 42 12 0 30 Sep 2021
Learning Quadruped Locomotion Policies using Logical Rules David DeFazio Yohei Hayamizu Shiqi Zhang 16 2 0 23 Jul 2021
Inferring Probabilistic Reward Machines from Non-Markovian Reward Processes for Reinforcement Learning Taylor Dohmen Noah Topper George K. Atia Andre Beckus Ashutosh Trivedi Alvaro Velasquez 17 13 0 09 Jul 2021
Compositional Reinforcement Learning from Logical Specifications Kishor Jothimurugan Suguman Bansal Osbert Bastani Rajeev Alur CoGe 28 77 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
Modular Deep Reinforcement Learning for Continuous Motion Planning with Temporal Logic Mingyu Cai Mohammadhosein Hasanbeig Shaoping Xiao Alessandro Abate Z. Kan 80 86 0 24 Feb 2021
LTL2Action: Generalizing LTL Instructions for Multi-Task RL Pashootan Vaezipoor Andrew C. Li Rodrigo Toro Icarte Sheila A. McIlraith OffRL AI4CE 42 73 0 13 Feb 2021
Multi-Agent Reinforcement Learning with Temporal Logic Specifications Lewis Hammond Alessandro Abate Julian Gutierrez Michael Wooldridge AI4CE 42 32 0 01 Feb 2021
A Survey of Knowledge-based Sequential Decision Making under Uncertainty Shiqi Zhang Mohan Sridharan 17 16 0 19 Aug 2020
iCORPP: Interleaved Commonsense Reasoning and Probabilistic Planning on Robots Shiqi Zhang Piyush Khandelwal Peter Stone LRM 24 2 0 18 Apr 2020
Induction of Subgoal Automata for Reinforcement Learning Daniel Furelos-Blanco Mark Law A. Russo Krysia Broda Anders Jonsson 42 32 0 29 Nov 2019