Active Finite Reward Automaton Inference and Reinforcement Learning
Using Queries and Counterexamples

Active Finite Reward Automaton Inference and Reinforcement Learning Using Queries and Counterexamples

28 June 2020

Ufuk Topcu

Papers citing "Active Finite Reward Automaton Inference and Reinforcement Learning Using Queries and Counterexamples"

7 / 7 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 53 7 0 31 May 2024
Learning Environment Models with Continuous Stochastic Dynamics Martin Tappler Edi Muškardin B. Aichernig Bettina Könighofer AI4CE 31 1 0 29 Jun 2023
Learning Task Automata for Reinforcement Learning using Hidden Markov Models Alessandro Abate Y. Almulla James Fox David Hyland Michael Wooldridge OffRL 28 6 0 25 Aug 2022
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
Reward Machines: Exploiting Reward Function Structure in Reinforcement Learning Rodrigo Toro Icarte Toryn Q. Klassen Richard Valenzano Sheila A. McIlraith OffRL 44 216 0 06 Oct 2020
Reinforcement Learning with Non-Markovian Rewards Maor Gaon Ronen I. Brafman OffRL 46 75 0 05 Dec 2019
Induction of Subgoal Automata for Reinforcement Learning Daniel Furelos-Blanco Mark Law A. Russo Krysia Broda Anders Jonsson 44 33 0 29 Nov 2019