Reinforcement Learning for Classical Planning: Viewing Heuristics as Dense Reward Generators

30 September 2021

Papers citing "Reinforcement Learning for Classical Planning: Viewing Heuristics as Dense Reward Generators"

7 / 7 papers shown

Title
Reinforcement Learning-based Heuristics to Guide Domain-Independent Dynamic Programming Minori Narita Ryo Kuroiwa J. Christopher Beck 46 0 0 20 Mar 2025
Learning Domain-Independent Heuristics for Grounded and Lifted Planning Dillon Z. Chen Sylvie Thiébaux Felipe W. Trevizan AI4CE 34 15 0 18 Dec 2023
Scale-Adaptive Balancing of Exploration and Exploitation in Classical Planning Stephen Wissow Masataro Asai 24 2 0 16 May 2023
A Review of Symbolic, Subsymbolic and Hybrid Methods for Sequential Decision Making Carlos Núnez-Molina Pablo Mesejo Juan Fernández-Olivares 30 3 0 20 Apr 2023
Understanding Sample Generation Strategies for Learning Heuristic Functions in Classical Planning R. Bettker P. Minini André Grahl Pereira M. Ritt 27 1 0 23 Nov 2022
Exploration Policies for On-the-Fly Controller Synthesis: A Reinforcement Learning Approach Tomás Delgado Marco Sánchez Sorondo V. Braberman Sebastián Uchitel OffRL 24 1 0 07 Oct 2022
Abstract Interpretation for Generalized Heuristic Search in Model-Based Planning Zhi-Xuan Tan J. Tenenbaum Vikash K. Mansinghka 25 0 0 05 Aug 2022