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Verification and validation are major challenges for developing automated driving systems. A concept that gets more and more recognized for testing in automated driving is scenario-based testing. However, it introduces the problem of what…

Software Engineering · Computer Science 2022-05-18 Barbara Schütt , Marc Heinrich , Sonja Marahrens , J. Marius Zöllner , Eric Sax

Language models are increasingly used for social robot navigation, yet existing benchmarks largely overlook principled prompt design for socially compliant behavior. This limitation is particularly relevant in practice, as many systems rely…

Robotics · Computer Science 2026-01-22 Ling Xiao , Toshihiko Yamasaki

This paper proposes a bandwidth tunable technique for real-time probabilistic scene modeling and mapping to enable co-robotic exploration in communication constrained environments such as the deep sea. The parameters of the system enable…

Extracting interesting scenarios from real-world data as well as generating failure cases is important for the development and testing of autonomous systems. We propose efficient mechanisms to both characterize and generate testing…

Social navigation in densely populated dynamic environments poses a significant challenge for autonomous mobile robots, requiring advanced strategies for safe interaction. Existing reinforcement learning (RL)-based methods require over…

Testing and evaluation of robotics systems is a difficult and oftentimes tedious task due to the systems' complexity and a lack of tools to conduct reproducible robotics experiments. Additionally, almost all available tools are either…

Robotics · Computer Science 2024-09-12 Frederik Pasch , Florian Mirus , Yongzhou Zhang , Kay-Ulrich Scholl

The evaluation of robot capabilities to navigate human crowds is essential to conceive new robots intended to operate in public spaces. This paper initiates the development of a benchmark tool to evaluate such capabilities; our long term…

Autonomous robotic exploration of unknown and hazardous environments, a long-standing challenge, can be significantly improved by leveraging the advanced reasoning of Vision-Language Models (VLMs). We introduce a novel exploration pipeline…

Robotics · Computer Science 2026-05-25 Aarush Aitha , Avideh Zakhor

The dynamic response of the legged robot locomotion is non-Lipschitz and can be stochastic due to environmental uncertainties. To test, validate, and characterize the safety performance of legged robots, existing solutions on observed and…

Robotics · Computer Science 2023-01-12 Bowen Weng , Guillermo A. Castillo , Wei Zhang , Ayonga Hereid

Construction robotics increasingly relies on natural language processing for task execution, creating a need for robust methods to interpret commands in complex, dynamic environments. While existing research primarily focuses on what tasks…

Robotics · Computer Science 2025-01-30 Mani Amani , Reza Akhavian

We present the SCenario Specification Language (SCSL) for automated generation and execution of system-level tests. SCSL targets complex distributed systems (e.g., collaborating autonomous robots) where classical model-based testing becomes…

Software Engineering · Computer Science 2026-04-29 Jan Peleska , Felix Brüning , Wen-Ling Huang , Anne E. Haxthausen

Achieving fully autonomous driving systems requires learning rational decisions in a wide span of scenarios, including safety-critical and out-of-distribution ones. However, such cases are underrepresented in real-world corpus collected by…

Computer Vision and Pattern Recognition · Computer Science 2026-04-13 Haochen Tian , Tianyu Li , Haochen Liu , Jiazhi Yang , Yihang Qiu , Guang Li , Junli Wang , Yinfeng Gao , Zhang Zhang , Liang Wang , Hangjun Ye , Tieniu Tan , Long Chen , Hongyang Li

The ability for computational agents to reason about the high-level content of real world scene images is important for many applications. Existing attempts at addressing the problem of complex scene understanding lack representational…

Computer Vision and Pattern Recognition · Computer Science 2018-02-20 Zachary A. Daniels , Dimitris N. Metaxas

Simulation is a powerful tool to study the behavior of physical, environmental, and social systems under different conditions. Evacuation simulation can be used to estimate the required time for people to exit a building or evacuate…

Physics and Society · Physics 2021-03-23 Fardad Haghpanah , Judith Mitrani-Reiser , Benjamin W. Schafer

The growing volume of academic publications poses significant challenges for researchers conducting timely and accurate Systematic Literature Reviews, particularly in fast-evolving fields like artificial intelligence. This growth of…

Artificial Intelligence · Computer Science 2024-10-23 João Pedro Fernandes Torres , Catherine Mulligan , Joaquim Jorge , Catarina Moreira

Social robot navigation increasingly relies on large language models for reasoning, path planning, and enabling movement in dynamic human spaces. However, relying solely on LLMs for planning often leads to unpredictable and unsafe…

Robotics · Computer Science 2026-05-26 Weizheng Wang , Obi Ike , Soyun Choi , Sungeun Hong , Aniket Bera , Byung-Cheol Min

Autonomously navigating a robot in everyday crowded spaces requires solving complex perception and planning challenges. When using only monocular image sensor data as input, classical two-dimensional planning approaches cannot be used.…

Robotics · Computer Science 2022-03-24 Daniel Dugas , Olov Andersson , Roland Siegwart , Jen Jen Chung

Safety-critical scenarios are essential for the development of autonomous vehicles (AVs) but are rare in real-world driving data. While simulation offers a way to generate such scenarios, manually designed test cases lack scalability, and…

Robotics · Computer Science 2026-05-07 Zimu Gong , Brian Zhaoning Zhang , Chris Zhang , Kelvin Wong , Raquel Urtasun

This paper explores the state of the art on to methods to verify and validate navigation algorithms for autonomous surface ships. We perform a systematic mapping study to find research works published in the last 10 years proposing new…

Artificial Intelligence · Computer Science 2021-01-18 Ivan Porres , Sepinoud Azimi , Sébastien Lafond , Johan Lilius , Johanna Salokannel , Mirva Salokorpi

Social Robot Navigation is the skill that allows robots to move efficiently in human-populated environments while ensuring safety, comfort, and trust. Unlike other areas of research, the scientific community has not yet achieved an…

Robotics · Computer Science 2025-10-28 Pranup Chhetri , Alejandro Torrejon , Sergio Eslava , Luis J. Manso
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