Joint Inference of Reward Machines and Policies for Reinforcement
Learning

Joint Inference of Reward Machines and Policies for Reinforcement Learning

12 September 2019

Ufuk Topcu

Papers citing "Joint Inference of Reward Machines and Policies for Reinforcement Learning"

12 / 12 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 6 0 31 May 2024
Reward-Machine-Guided, Self-Paced Reinforcement Learning Cevahir Köprülü Ufuk Topcu 23 3 0 25 May 2023
Reinforcement Learning with Knowledge Representation and Reasoning: A Brief Survey Chao Yu Xuejing Zheng H. Zhuo OffRL LRM 55 7 0 24 Apr 2023
Automata Learning meets Shielding Martin Tappler Stefan Pranger Bettina Könighofer Edi Muškardin Roderick Bloem Kim G. Larsen 33 4 0 04 Dec 2022
Learning Dynamic Abstract Representations for Sample-Efficient Reinforcement Learning Mehdi Dadvar Rashmeet Kaur Nayyar Siddharth Srivastava 18 0 0 04 Oct 2022
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
Joint Learning of Reward Machines and Policies in Environments with Partially Known Semantics Christos K. Verginis Cevahir Köprülü Sandeep Chinchali Ufuk Topcu 33 10 0 20 Apr 2022
Overcoming Exploration: Deep Reinforcement Learning for Continuous Control in Cluttered Environments from Temporal Logic Specifications Mingyu Cai Erfan Aasi C. Belta C. Vasile 32 24 0 28 Jan 2022
In a Nutshell, the Human Asked for This: Latent Goals for Following Temporal Specifications Borja G. Leon Murray Shanahan Francesco Belardinelli AI4CE 26 15 0 18 Oct 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
Active Finite Reward Automaton Inference and Reinforcement Learning Using Queries and Counterexamples Zhe Xu Bo Wu Aditya Ojha Daniel Neider Ufuk Topcu OffRL 14 29 0 28 Jun 2020