Temporal-Logic-Based Reward Shaping for Continuing Reinforcement
Learning Tasks

Temporal-Logic-Based Reward Shaping for Continuing Reinforcement Learning Tasks

3 July 2020

Ufuk Topcu

Papers citing "Temporal-Logic-Based Reward Shaping for Continuing Reinforcement Learning Tasks"

12 / 12 papers shown

Title
Comprehensive Overview of Reward Engineering and Shaping in Advancing Reinforcement Learning Applications Sinan Ibrahim Mostafa Mostafa Ali Jnadi Hadi Salloum Pavel Osinenko OffRL 84 15 0 31 Dec 2024
Adaptive Reward Design for Reinforcement Learning Minjae Kwon Ingy Elsayed-Aly Lu Feng 97 2 0 14 Dec 2024
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 77 7 0 31 May 2024
Mission-driven Exploration for Accelerated Deep Reinforcement Learning with Temporal Logic Task Specifications Jun Wang Hosein Hasanbeig Kaiyuan Tan Zihe Sun Y. Kantaros 64 3 0 28 Nov 2023
Reinforcement Learning with Knowledge Representation and Reasoning: A Brief Survey Chao Yu Xuejing Zheng H. Zhuo OffRL LRM 82 8 0 24 Apr 2023
Learning and Planning in Average-Reward Markov Decision Processes Yi Wan A. Naik R. Sutton OffRL 45 60 0 29 Jun 2020
Deep R-Learning for Continual Area Sweeping Rishi Shah Yuqian Jiang Justin W. Hart Peter Stone 27 11 0 31 May 2020
Discounted Reinforcement Learning Is Not an Optimization Problem T. Reiher R. Shariff J. Castrillón Hengshuai Yao R. Sutton 67 50 0 04 Oct 2019
Deep TAMER: Interactive Agent Shaping in High-Dimensional State Spaces Garrett A. Warnell Nicholas R. Waytowich Vernon J. Lawhern Peter Stone 42 269 0 28 Sep 2017
Safe Reinforcement Learning via Shielding Mohammed Alshiekh Roderick Bloem Rüdiger Ehlers Bettina Könighofer S. Niekum Ufuk Topcu 76 686 0 29 Aug 2017
OpenAI Gym Greg Brockman Vicki Cheung Ludwig Pettersson Jonas Schneider John Schulman Jie Tang Wojciech Zaremba OffRL ODL 204 5,069 0 05 Jun 2016
Potential-Based Shaping and Q-Value Initialization are Equivalent Eric Wiewiora OffRL 58 178 0 26 Jun 2011