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Behavior Trees (BTs) were first conceived in the computer games industry as a tool to model agent behavior, but they received interest also in the robotics community as an alternative policy design to Finite State Machines (FSMs). The…

Robotics · Computer Science 2024-05-28 Matteo Iovino , Julian Förster , Pietro Falco , Jen Jen Chung , Roland Siegwart , Christian Smith

Executing temporal plans in the real and open world requires adapting to uncertainty both in the environment and in the plan actions. A plan executor must therefore be flexible to dispatch actions based on the actual execution conditions.…

Robotics · Computer Science 2024-06-26 Josh Zapf , Marco Roveri , Francisco Martin , Juan Carlos Manzanares

Behavior Trees are a task switching policy representation that can grant reactiveness and fault tolerance. Moreover, because of their structure and modularity, a variety of methods can be used to generate them automatically. In this short…

Robotics · Computer Science 2023-01-18 Matteo Iovino , Christian Smith

Nowadays, the behavior tree is gaining popularity as a representation for robot tasks due to its modularity and reusability. Designing behavior-tree tasks manually is time-consuming for robot end-users, thus there is a need for…

Robotics · Computer Science 2023-02-28 Yue Cao , C. S. George Lee

This paper addresses the concurrency issues affecting Behavior Trees (BTs), a popular tool to model the behaviors of autonomous agents in the video game and the robotics industry. BT designers can easily build complex behaviors composing…

Robotics · Computer Science 2022-03-22 Michele Colledanchise , Lorenzo Natale

There is a growing interest in Behavior Trees (BTs) as a tool to describe and implement robot behaviors. BTs were devised in the video game industry and their adoption in robotics resulted in the development of ad-hoc libraries to design…

Robotics · Computer Science 2022-06-29 Michele Colledanchise , Lorenzo Natale

Autonomous vehicles (AVs) require adaptive behavior planners to navigate unpredictable, real-world environments safely. Traditional behavior trees (BTs) offer structured decision logic but are inherently static and demand labor-intensive…

Computer Vision and Pattern Recognition · Computer Science 2026-05-20 Omar Y. Goba , Ahmed Y. Gado , Catherine M. Elias , Ahmed Hussein

The Industry 4.0 paradigm manifests the shift towards mass customization and cyber-physical production systems (CPPS) and sets new requirements for industrial automation software in terms of modularity, flexibility, and short development…

Software Engineering · Computer Science 2024-04-23 Aleksandr Sidorenko , Mahdi Rezapour , Achim Wagner , Martin Ruskowski

World models have emerged as a pivotal component in robot manipulation planning, enabling agents to predict future environmental states and reason about the consequences of actions before execution. While video-generation models are…

Robotics · Computer Science 2025-12-10 Wenjiang Xu , Cindy Wang , Rui Fang , Mingkang Zhang , Lusong Li , Jing Xu , Jiayuan Gu , Zecui Zeng , Rui Chen

Multi-robot teams offer possibilities of improved performance and fault tolerance, compared to single robot solutions. In this paper, we show how to realize those possibilities when starting from a single robot system controlled by a…

Robotics · Computer Science 2015-02-11 Michele Colledanchise , Alejandro Marzinotto , Dimos V. Dimarogonas , Petter Ögren

Robust and persistent localisation is essential for ensuring the safe operation of autonomous vehicles. When operating in large and diverse urban driving environments, autonomous vehicles are frequently exposed to situations that violate…

Robotics · Computer Science 2021-03-29 Siqi Yi , Stewart Worrall , Eduardo Nebot

This paper formulates the problem of building a context-aware predictive model based on user diverse behavioral activities with smartphones. In the area of machine learning and data science, a tree-like model as that of decision tree is…

Machine Learning · Computer Science 2020-01-06 Iqbal H. Sarker , Alan Colman , Jun Han , Asif Irshad Khan , Yoosef B. Abushark , Khaled Salah

With the rising demand for flexible manufacturing, robots are increasingly expected to operate in dynamic environments where local -- such as slight offsets or size differences in workpieces -- are common. We propose to address the problem…

Robotics · Computer Science 2025-03-11 Marco Iannotta , Johannes A. Stork , Erik Schaffernicht , Todor Stoyanov

Large and small language models have been widely used for robotic task planning. At the same time, vision-language models (VLMs) have successfully tackled problems such as image captioning, scene understanding, and visual question…

Robotics · Computer Science 2026-03-09 Cristiano Battistini , Riccardo Andrea Izzo , Gianluca Bardaro , Matteo Matteucci

Autonomous robots combine a variety of skills to form increasingly complex behaviors called missions. While the skills are often programmed at a relatively low level of abstraction, their coordination is architecturally separated and often…

Robotics · Computer Science 2020-11-17 Razan Ghzouli , Thorsten Berger , Einar Broch Johnsen , Swaib Dragule , Andrzej Wąsowski

The safe operation of an autonomous system is a complex endeavor, one pivotal element being its decision-making. Decision-making logic can formally be analyzed using model checking or other formal verification approaches. Yet, the…

Multiagent Systems · Computer Science 2023-10-05 Jan Vermaelen , Tom Holvoet

This paper compares two distinct approaches to modeling robotic behavior: imperative Behavior Trees (BTs) and declarative Executable Ontologies (EO), implemented through the boldsea framework. BTs structure behavior hierarchically using…

Robotics · Computer Science 2025-11-20 Alexander Boldachev

This paper proposes an Interactive Inference Behavior Tree (IIBT) framework that integrates behavior trees (BTs) with active inference under the free energy principle for distributed multi-robot decision-making. The proposed IIBT node…

Robotics · Computer Science 2025-12-05 Chaoran Wang , Jingyuan Sun , Yanhui Zhang , Changju Wu

Natural language instructions are often abstract and complex, requiring robots to execute multiple subtasks even for seemingly simple queries. For example, when a user asks a robot to prepare avocado toast, the task involves several…

Robotics · Computer Science 2025-04-04 Alexander Leszczynski , Sarah Gillet , Iolanda Leite , Fethiye Irmak Dogan

In recent years, the model of computation known as Behavior Trees (BT), first developed in the video game industry, has become more popular in the robotics community for defining discrete behavior switching. BTs are threatening to supplant…

Robotics · Computer Science 2022-03-11 Joshua M. Zutell , David C. Conner , Philipp Schillinger