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This paper introduces the Safe Protective and Assistive Robot Kit (SPARK), a comprehensive benchmark designed to ensure safety in humanoid autonomy and teleoperation. Humanoid robots pose significant safety risks due to their physical…

Robotics · Computer Science 2026-01-15 Yifan Sun , Rui Chen , Kai S. Yun , Yikuan Fang , Sebin Jung , Feihan Li , Bowei Li , Weiye Zhao , Changliu Liu

Robotic manipulation in dynamic and unstructured environments requires safety mechanisms that exploit what is known and what is uncertain about the world. Existing safety filters often assume full observability, limiting their applicability…

Robotics · Computer Science 2025-09-17 Anna Johansson , Daniel Lindmark , Viktor Wiberg , Martin Servin

We introduce a novel simulation-based approach to identify hazards that result from unexpected worker behavior in human-robot collaboration. Simulation-based safety testing must take into account the fact that human behavior is variable and…

Robotics · Computer Science 2021-11-30 Tom P. Huck , Christoph Ledermann , Torsten Kröger

Dynamic obstacle avoidance is a popular research topic for autonomous systems, such as micro aerial vehicles and service robots. Accurately evaluating the performance of dynamic obstacle avoidance methods necessitates the establishment of a…

Robotics · Computer Science 2024-04-24 Moji Shi , Gang Chen , Álvaro Serra Gómez , Siyuan Wu , Javier Alonso-Mora

Despite the impressive recent advances in learning-based robot control, ensuring robustness to out-of-distribution conditions remains an open challenge. Safety filters can, in principle, keep arbitrary control policies from incurring…

Robotics · Computer Science 2025-01-17 Duy P. Nguyen , Kai-Chieh Hsu , Wenhao Yu , Jie Tan , Jaime F. Fisac

Falling is an inherent risk of humanoid mobility. Maintaining stability is thus a primary safety focus in robot control and learning, yet no existing approach fully averts loss of balance. When instability does occur, prior work addresses…

Robotics · Computer Science 2025-11-11 Zhengjie Xu , Ye Li , Kwan-yee Lin , Stella X. Yu

Designing controllers that accomplish tasks while guaranteeing safety constraints remains a significant challenge. We often want an agent to perform well in a nominal task, such as environment exploration, while ensuring it can avoid unsafe…

Systems and Control · Electrical Eng. & Systems 2025-06-04 Azra Begzadić , Nikhil Uday Shinde , Sander Tonkens , Dylan Hirsch , Kaleb Ugalde , Michael C. Yip , Jorge Cortés , Sylvia Herbert

Emergency stop (E-stop) mechanisms are the de facto standard for robot safety. However, for humanoid robots, abruptly cutting power can itself cause catastrophic failures; instead, an emergency stop must execute a predefined fallback…

Robotics · Computer Science 2026-03-25 Yifan Sun , Yiyuan Pan , Shangtao Li , Caiwu Ding , Tao Cui , Lingyun Wang , Changliu Liu

Humanoids are progressing toward practical deployment across healthcare, industrial, defense, and service sectors. While typically considered cyber-physical systems (CPSs), their dependence on traditional networked software stacks (e.g.,…

Cryptography and Security · Computer Science 2025-09-03 Priyanka Prakash Surve , Asaf Shabtai , Yuval Elovici

Despite the rise of mobile robot deployments in home and work settings, perceived safety of users and bystanders is understudied in the human-robot interaction (HRI) literature. To address this, we present a study designed to identify…

Robotics · Computer Science 2024-06-07 Ryan Gupta , Hyonyoung Shin , Emily Norman , Keri K. Stephens , Nanshu Lu , Luis Sentis

Humanoid robots have demonstrated impressive motor skills in a wide range of tasks, yet whole-body control for humanlike long-time, dynamic fighting remains particularly challenging due to the stringent requirements on agility and…

Robotics · Computer Science 2026-04-24 Yucheng Xin , Jiacheng Bao , Yubo Dong , Xueqian Wang , Bin Zhao , Xuelong Li , Junbo Tan , Dong Wang

Human motion provides rich priors for training general-purpose humanoid control policies, but raw demonstrations are often incompatible with a robot's kinematics and dynamics, limiting their direct use. We present a two-stage pipeline for…

Robotics · Computer Science 2026-03-13 Hanwen Wang , Qiayuan Liao , Bike Zhang , Kunzhao Ren , Koushil Sreenath , Xiaobin Xiong

The interaction of humans and robots in less constrained environments gains a lot of attention lately and the safety of such interaction is of utmost importance. Two ways of risk assessment are prescribed by recent safety standards: (i)…

Robotics · Computer Science 2018-10-12 P. Svarny , Z. Straka , M. Hoffmann

Ensuring safe interactions in human-centric environments requires robots to understand and adhere to constraints recognized by humans as "common sense" (e.g., "moving a cup of water above a laptop is unsafe as the water may spill" or…

Robotics · Computer Science 2025-04-10 Lukas Brunke , Yanni Zhang , Ralf Römer , Jack Naimer , Nikola Staykov , Siqi Zhou , Angela P. Schoellig

This paper studies the class of scenario-based safety testing algorithms in the black-box safety testing configuration. For algorithms sharing the same state-action set coverage with different sampling distributions, it is commonly believed…

Robotics · Computer Science 2023-05-30 Bowen Weng , Guillermo A. Castillo , Wei Zhang , Ayonga Hereid

Shared control systems aim to combine human and robot abilities to improve task performance. However, achieving optimal performance requires that the robot's level of assistance adjusts the operator's cognitive workload in response to the…

Robotics · Computer Science 2025-04-22 Jiahe Pan , Jonathan Eden , Denny Oetomo , Wafa Johal

Similarly to humans, humanoid robots require posture control and balance to walk and interact with the environment. In this work posture control in perturbed conditions is evaluated as a performance test for humanoid control. A specific…

Robotics · Computer Science 2022-10-28 Vittorio Lippi , Christoph Maurer , Thomas Mergner

This paper aims to provide a clear and rigorous understanding of commonly recognized safety constraints in physical human-robot interaction, particularly regarding ISO/TS 15066. We investigate the derivation of these constraints, critically…

Systems and Control · Electrical Eng. & Systems 2026-04-03 Riccardo Zanella , Federico Califano , Stefano Stramigioli

Enabling socially acceptable behavior for situated agents is a major goal of recent robotics research. Robots should not only operate safely around humans, but also abide by complex social norms. A key challenge for developing…

Robotics · Computer Science 2022-05-03 Sören Pirk , Edward Lee , Xuesu Xiao , Leila Takayama , Anthony Francis , Alexander Toshev

Predictive safety filters enable the integration of potentially unsafe learning-based control approaches and humans into safety-critical systems. In addition to simple constraint satisfaction, many control problems involve additional…

Systems and Control · Electrical Eng. & Systems 2024-09-19 Elias Milios , Kim Peter Wabersich , Felix Berkel , Lukas Schwenkel
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