arXiv:2603.08821cs.RO2026-03中稿 · ICRA

不同故障对机器人可信度影响各异,成功操作可快速恢复信任

Impact of Different Failures on a Robot's Perceived Reliability

  • 通过视频实验对比滑脱、卡死和误操作对可信度的影响
  • 误操作比滑脱或卡死更不易损害可信度,部分甚至被视作成功
  • 失败后立即成功执行可等效恢复可信度,无需主动修复

机器人故障可能导致其感知可靠性(PR)下降,而该指标与可信度密切相关。本研究通过预注册的在线视频实验,考察了不同类型故障对机器人感知可靠性的影响及其自然恢复机制。参与者观看11个视频之一:五类故障(滑脱、卡死、三类错误抓取或放置目标)、五类故障后接一次成功执行,或仅成功执行视频。每段视频后,参与者需在机器人与硬币抛掷间下注。结果表明,误操作对可靠性的负面影响小于滑脱或卡死,部分误操作甚至被视作成功。此外,失败后立即出现的成功执行,其对可靠性的提升效果与无前置失败的成功相同。最终,成功执行能有效恢复因故障受损的可靠性。研究揭示了哪些故障更需人工干预修复,并为信任重建提供了实证依据。

原文摘要 · Abstract (English)

Robots fail, potentially leading to a loss in the robot's perceived reliability (PR), a measure correlated with trustworthiness. In this study we examine how various kinds of failures affect the PR of the robot differently, and how this measure recovers without explicit social repair actions by the robot. In a preregistered and controlled online video study, participants were asked to predict a robot's success in a pick-and-place task. We examined manipulation failures (slips), freezing (lapses), and three types of incorrect picked objects or place goals (mistakes). Participants were shown one of 11 videos -- one of five types of failure, one of five types of failure followed by a successful execution in the same video, or a successful execution video. This was followed by two additional successful execution videos. Participants bet money either on the robot or on a coin toss after each video. People's betting patterns along with a qualitative analysis of their survey responses highlight that mistakes are less damaging to PR than slips or lapses, and some mistakes are even perceived as successes. We also see that successes immediately following a failure have the same effect on PR as successes without a preceding failure. Finally, we show that successful executions recover PR after a failure. Our findings highlight which robot failures are in higher need of repair in a human-robot interaction, and how trust could be recovered by robot successes.

人机交互机器人可靠性信任恢复

Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。