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Model-Based AI planning and Execution Systems for Robotics

arXiv 2505.04493 ↗First posted 7 May 2025cs.RO cs.AIcited by 0

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Abstract (arXiv)

Model-based planning and execution systems offer a principled approach to building flexible autonomous robots that can perform diverse tasks by automatically combining a host of basic skills. This idea is almost as old as modern robotics. Yet, while diverse general-purpose reasoning architectures have been proposed since, general-purpose systems that are integrated with modern robotic platforms have emerged only recently, starting with the influential ROSPlan system. Since then, a growing number of model-based systems for robot task-level control have emerged. In this paper, we consider the diverse design choices and issues existing systems attempt to address, the different solutions proposed so far, and suggest avenues for future development.

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References · 11

  1. 2023Leveraging Pre-trained Large Language Models to Construct and Utilize World Models for Model-based Task Planningcited by 204
  2. 2024LLMs Can't Plan, But Can Help Planning in LLM-Modulo Frameworkscited by 178
  3. 2023Translating Natural Language to Planning Goals with Large-Language Modelscited by 132
  4. 2024On the Prospects of Incorporating Large Language Models (LLMs) in Automated Planning and Scheduling (APS)cited by 40
  5. 2024Generating consistent PDDL domains with Large Language Modelscited by 14
  6. 2018Towards Providing Explanations for AI Planner Decisionscited by 9
  7. 2023Can LLMs Fix Issues with Reasoning Models? Towards More Likely Models for AI Planningcited by 8
  8. 2021PlanSys2: A Planning System Framework for ROS2cited by 5
  9. 2023SkiROS2: A skill-based Robot Control Platform for ROScited by 4
  10. 2021Productive Multitasking for Industrial Robotscited by 3
  11. 2022SkiNet, A Petri Net Generation Tool for the Verification of Skillset-based Autonomous Systemscited by 1

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