Action Space Shaping in Deep Reinforcement Learning

2 April 2020

Papers citing "Action Space Shaping in Deep Reinforcement Learning"

15 / 15 papers shown

Title
Adaptive and Robust DBSCAN with Multi-agent Reinforcement Learning Hao Peng Xiang Huang Shuo Sun Ruitong Zhang Philip S. Yu 48 0 0 07 May 2025
A General Approach of Automated Environment Design for Learning the Optimal Power Flow Thomas Wolgast Astrid Nieße AI4CE 26 0 0 01 May 2025
RAPID: Robust and Agile Planner Using Inverse Reinforcement Learning for Vision-Based Drone Navigation Minwoo Kim Geunsik Bae Jinwoo Lee Woojae Shin Changseung Kim Myong-Yol Choi Heejung Shin H. Oh 86 0 0 04 Feb 2025
Reducing Action Space for Deep Reinforcement Learning via Causal Effect Estimation Wenzhang Liu Lianjun Jin Lu Ren Chaoxu Mu Changyin Sun CML 53 0 0 24 Jan 2025
Applying Action Masking and Curriculum Learning Techniques to Improve Data Efficiency and Overall Performance in Operational Technology Cyber Security using Reinforcement Learning Alec Wilson William Holmes Ryan Menzies Kez Smithson Whitehead 33 0 0 13 Sep 2024
Multi-State-Action Tokenisation in Decision Transformers for Multi-Discrete Action Spaces Perusha Moodley Pramod S. Kaushik Dhillu Thambi Mark Trovinger Praveen Paruchuri Xia Hong Benjamin Rosman 67 0 0 01 Jul 2024
Safety through Permissibility: Shield Construction for Fast and Safe Reinforcement Learning A. Politowicz Sahisnu Mazumder Bing-Quan Liu 31 0 0 29 May 2024
BEDD: The MineRL BASALT Evaluation and Demonstrations Dataset for Training and Benchmarking Agents that Solve Fuzzy Tasks Stephanie Milani Anssi Kanervisto Karolis Ramanauskas Sander Schulhoff Brandon Houghton Rohin Shah 23 7 0 05 Dec 2023
Learning to Recharge: UAV Coverage Path Planning through Deep Reinforcement Learning Mirco Theile Harald Bayerlein Marco Caccamo Alberto L. Sangiovanni-Vincentelli 39 5 0 06 Sep 2023
Navigates Like Me: Understanding How People Evaluate Human-Like AI in Video Games Stephanie Milani Arthur Juliani Ida Momennejad Raluca Georgescu Jaroslaw Rzepecki Alison Shaw Gavin Costello Fei Fang Sam Devlin Katja Hofmann 39 10 0 02 Mar 2023
Automating DBSCAN via Deep Reinforcement Learning Ruitong Zhang Hao Peng Yingtong Dou Jia Wu Qingyun Sun Jingyi Zhang Philip S. Yu OffRL 24 19 0 09 Aug 2022
Distributional Reinforcement Learning for Scheduling of Chemical Production Processes M. Mowbray Dongda Zhang Ehecatl Antonio del Rio Chanona OffRL 25 6 0 01 Mar 2022
MimicBot: Combining Imitation and Reinforcement Learning to win in Bot Bowl Nicola Pezzotti 30 1 0 21 Aug 2021
Reinforced Neighborhood Selection Guided Multi-Relational Graph Neural Networks Hao Peng Ruitong Zhang Yingtong Dou Renyu Yang Jingyi Zhang Philip S. Yu 38 115 0 16 Apr 2021
A Closer Look at Invalid Action Masking in Policy Gradient Algorithms Shengyi Huang Santiago Ontañón 35 310 0 25 Jun 2020