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Robot learning methods have recently made great strides, but generalization and robustness challenges still hinder their widespread deployment. Failing to detect and address potential failures renders state-of-the-art learning systems not…

Robotics · Computer Science 2024-03-11 Huihan Liu , Shivin Dass , Roberto Martín-Martín , Yuke Zhu

Robots have limited adaptation ability compared to humans and animals in the case of damage. However, robot damages are prevalent in real-world applications, especially for robots deployed in extreme environments. The fragility of robots…

Robotics · Computer Science 2020-12-01 Fan Yang , Chao Yang , Di Guo , Huaping Liu , Fuchun Sun

We study the problem of Non-Stationary Reinforcement Learning (NS-RL) without prior knowledge about the system's non-stationarity. A state-of-the-art, black-box algorithm, known as MASTER, is considered, with a focus on identifying the…

Machine Learning · Computer Science 2025-02-11 Argyrios Gerogiannis , Yu-Han Huang , Venugopal V. Veeravalli

Fault tolerance is a critical aspect of modern computing systems, ensuring correct functionality in the presence of faults. This paper presents a comprehensive survey of fault tolerance methods and software-based mitigation techniques in…

Systems and Control · Electrical Eng. & Systems 2024-04-17 Mohammadreza Amel Solouki , Shaahin Angizi , Massimo Violante

This document introduces the bridge between the leading inertial motion-capture systems for 3D human tracking and the most used robotics software framework. 3D kinematic data provided by Xsens are translated into ROS messages to make them…

Robotics · Computer Science 2023-07-03 Mattia Leonori , Marta Lorenzini , Luca Fortini , Juan M. Gandarias , Arash Ajoudani

Many applications from the robotics domain can benefit from FPGA acceleration. A corresponding key question is how to integrate hardware accelerators into software-centric robotics programming environments. Recently, several approaches have…

Robotics · Computer Science 2022-01-20 Christian Lienen , Marco Platzner

The use of the ROS middleware is a growing trend in robotics in general, ROS and hard real-time embedded systems have however not been easily uniteable while retaining the same overall communication and processing methodology at all levels.…

Robotics · Computer Science 2014-07-30 Anders Blaabjerg Lange , Ulrik Pagh Schultz , Anders Stengaard Soerensen

This paper presents an overview of robot failure detection work from HRI and adjacent fields using failures as an opportunity to examine robot explanation behaviours. As humanoid robots remain experimental tools in the early 2020s,…

Human-Computer Interaction · Computer Science 2023-07-11 Dimosthenis Kontogiorgos

Two-Phase TMR conserves energy by partitioning redundancy operations into two stages and making the execution of the third task copy optional, yet it remains susceptible to permanent faults. Reactive-TMR (R-TMR) counters this by isolating…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-30 Yiming Hu

ROSflight is a lean, open-source autopilot ecosystem for unmanned aerial vehicles (UAVs). Designed by researchers for researchers, it is built to lower the barrier to entry to UAV research and accelerate the transition from simulation to…

Robotics · Computer Science 2026-03-09 Jacob Moore , Phil Tokumaru , Ian Reid , Brandon Sutherland , Joseph Ritchie , Gabe Snow , Tim McLain

Recent years have witnessed impressive robotic manipulation systems driven by advances in imitation learning and generative modeling, such as diffusion- and flow-based approaches. As robot policy performance increases, so does the…

Learned robot policies have consistently been shown to be versatile, but they typically have no built-in mechanism for handling the complexity of open environments, making them prone to execution failures; this implies that deploying…

Robotics · Computer Science 2025-11-18 Bharath Santhanam , Alex Mitrevski , Santosh Thoduka , Sebastian Houben , Teena Hassan

Learning from demonstration is widely used for robot navigation, yet it suffers from a fundamental limitation: demonstrations consist predominantly of successful behaviors and provide limited coverage of unsafe states. This limitation leads…

Robotics · Computer Science 2026-04-28 Xianghui Wang , Siwei Cheng , Shanze Wang , Xinming Zhang , Dan Zhang , Wei Zhang

Reliability has taken centre stage in the development of high-performance computing processors. A Surge of interest is noticeable in recent times in formulating fault and failure models, understanding failure mechanism and strategizing…

Hardware Architecture · Computer Science 2022-03-16 Shashikiran Venkatesha , Ranjani Parthasarathi

Multi-robot navigation in complex environments relies on inter-robot communication and mutual observations for coordination and situational awareness. This paper studies the multi-robot navigation problem in unknown environments with…

Robotics · Computer Science 2025-02-24 Ruofei Bai , Shenghai Yuan , Kun Li , Hongliang Guo , Wei-Yun Yau , Lihua Xie

In human-robot collaboration, robot errors are inevitable -- damaging user trust, willingness to work together, and task performance. Prior work has shown that people naturally respond to robot errors socially and that in social…

Robotics · Computer Science 2022-08-02 Maia Stiber , Russell Taylor , Chien-Ming Huang

Intermittent faults are transient errors that sporadically appear and disappear. Although intermittent faults pose substantial challenges to reliability and coordination, existing studies of fault tolerance in robot swarms focus instead on…

Robotics · Computer Science 2025-09-24 Sinan Oğuz , Emanuele Garone , Marco Dorigo , Mary Katherine Heinrich

We present RTAMT, an online monitoring library for Signal Temporal Logic (STL) and its interface-aware variant (IA-STL), providing both discrete- and dense-time interpretation of the logic. We also introduce RTAMT4ROS, a tool that…

Logic in Computer Science · Computer Science 2020-05-26 Dejan Nickovic , Tomoya Yamaguchi

This paper studies the lattice agreement problem in asynchronous systems and explores its application to building linearizable replicated state machines (RSM). First, we propose an algorithm to solve the lattice agreement problem in $O(\log…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-10-16 Xiong Zheng , Vijay K. Garg , John Kaippallimalil

Electric quadruped robots used in outdoor exploration are susceptible to leg-related electrical or mechanical failures. Unexpected joint power loss and joint locking can immediately pose a falling threat. Typically, controllers lack the…

Robotics · Computer Science 2024-02-15 Taixian Hou , Jiaxin Tu , Xiaofei Gao , Zhiyan Dong , Peng Zhai , Lihua Zhang