A2: Although it is generally believed that the explanatory nature of the model helps to improve user trust, the experimental results show that this enhancement is not significant and not as effective as feedback. In specific cases, such as areas of low expertise, some form of interpretation may result in only a modest increase in appropriate trust.
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To assess trust more accurately, the researchers used behavioral trust (WoA), a measure that takes into account the difference between the user's predictions and the AI's recommendations, and is independent of the model's accuracy. By comparing WoA under different conditions, researchers can analyze the relationship between trust and performance.The content is made up of:观看至 HD
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播放历史
To assess trust more accurately, the researchers used behavioral trust (WoA), a measure that takes into account the difference between the user's predictions and the AI's recommendations, and is independent of the model's accuracy. By comparing WoA under different conditions, researchers can analyze the relationship between trust and performance.The content is made up of:观看至 HD
Original address:The content is made up of:观看至 高清正片
User experienceThe content is made up of:观看至 HD中字
清除记录
拯救阿塔里亚外星球
Q2: Does explainability necessarily enhance users' trust in AI?
阿塔里亚星球一场生态浩劫，使星球种族即将灭亡，肩负拯救种族使命的张英牧（地球名），到宇宙其它星球寻找可以抵御浩劫的基因。最终来到生命活跃的地球，并发现可以抵御浩劫的人类Rh-C基因血的DNA而停留了下来，但是外星人的基因血并不能接触地球人的唾液和血液，每一次的接触都让张英牧的能量消失。
与张英牧同样平等地位的星球继任者阿雷塔，为争夺星球的继承权，从而来到地球，拉开了一场外星人与地球的爱恋与纠缠的故事。
The researchers conducted two sets of experiments ("Predict the speed-dating outcomes and get up to $6 (takes less than 20 min)" and a similar Prolific experiment) in which participants interacted with the AI system in a task of predicting the outcome of a dating to explore the impact of model explainability and feedback on user trust in AI and prediction accuracy. The results show that although explainability (e.g., global and local interpretation) does not significantly improve trust, feedback can most consistently and significantly improve behavioral trust. However, increased trust does not necessarily lead to the same level of performance gains, i.e., there is a "trust-performance paradox". Exploratory analysis reveals the mechanisms behind this phenomenon.
2018 爱情,科幻,动作
更新:
2022-04-15 16:16:20
The results show that feedback has a more significant impact on improving users' trust in AI than explainability, but this enhanced trust does not lead to a corresponding performance improvement. Further exploration suggests that feedback induces users to over-trust (i.e., accept the AI's suggestions when it is wrong) or distrust (ignore the AI's suggestions when it is correct), which may negate the benefits of increased trust, leading to a "trust-performance paradox". The researchers call for future research to focus on how to design strategies to ensure that explanations foster appropriate trust to improve the efficiency of human-robot collaboration.
Q3: How does result feedback and model interpretability affect user task performance?
Q2: Does explainability necessarily enhance users' trust in AI?
阿塔里亚星球一场生态浩劫，使星球种族即将灭亡，肩负拯救种族使命的张英牧（地球名），到宇宙其它星球寻找可以抵御浩劫的基因。最终来到生命活跃的地球，并发现可以抵御浩劫的人类Rh-C基因血的DNA而停留了下来，但是外星人的基因血并不能接触地球人的唾液和血液，每一次的接触都让张英牧的能量消失。
与张英牧同样平等地位的星球继任者阿雷塔，为争夺星球的继承权，从而来到地球，拉开了一场外星人与地球的爱恋与纠缠的故事。
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Xue Zhirong is a designer, engineer, and author of several books; Founder of the Design Open Source Community, Co-founder of MiX Copilot; Committed to making the world a better place with design and technology. This knowledge base will update AI, HCI and other content, including news, papers, presentations, sharing, etc.
The results show that feedback has a more significant impact on improving users' trust in AI than explainability, but this enhanced trust does not lead to a corresponding performance improvement. Further exploration suggests that feedback induces users to over-trust (i.e., accept the AI's suggestions when it is wrong) or distrust (ignore the AI's suggestions when it is correct), which may negate the benefits of increased trust, leading to a "trust-performance paradox". The researchers call for future research to focus on how to design strategies to ensure that explanations foster appropriate trust to improve the efficiency of human-robot collaboration.
2018 爱情,科幻,动作
导演: 张星,
主演: 朱乐彦,张宗敏,王宇,陈辰,
阿塔里亚星球一场生态浩劫，使星球种族即将灭亡，肩负拯救种族使命的张英牧（地球名），到宇宙其它星球寻找可以抵御浩劫的基因。最终来到生命活跃的地球，并发现可以抵御浩劫的人类Rh-C基因血的DNA而停留了下来，但是外星人的基因血并不能接触地球人的唾液和血液，每一次的接触都让张英牧的能量消失。 与张英牧同样平等地位的星球继任者阿雷塔，为争夺星球的继承权，从而来到地球，拉开了一场外星人与地球的爱恋与纠缠的故事。
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