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Safety and responsibility evaluations of advanced AI models are a critical but developing field of research and practice. In the development of Google DeepMind's advanced AI models, we innovated on and applied a broad set of approaches to…

In order to demonstrate the limitations of assistive robotic capabilities in noisy real-world environments, we propose a Decision-Making Scenario analysis approach that examines the challenges due to user and environmental uncertainty, and…

机器人学 · 计算机科学 2025-01-22 Khairidine Benali , Praminda Caleb-Solly

Human-AI collaboration increasingly drives decision-making across industries, from medical diagnosis to content moderation. While AI systems promise efficiency gains by providing automated suggestions for human review, these workflows can…

人机交互 · 计算机科学 2025-09-11 Jacob Beck , Stephanie Eckman , Christoph Kern , Frauke Kreuter

Explainability techniques are rapidly being developed to improve human-AI decision-making across various cooperative work settings. Consequently, previous research has evaluated how decision-makers collaborate with imperfect AI by…

人机交互 · 计算机科学 2024-05-09 Katelyn Morrison , Philipp Spitzer , Violet Turri , Michelle Feng , Niklas Kühl , Adam Perer

Regulatory frameworks for the use of AI are emerging. However, they trail behind the fast-evolving malicious AI technologies that can quickly cause lasting societal damage. In response, we introduce a pioneering Assistive AI framework…

Human-AI collaboration is typically offered in one of two of user control levels: guidance, where the AI provides suggestions and the human makes the final decision, and delegation, where the AI acts autonomously within user-defined…

There is a growing need to understand how digital systems can support clinical decision-making, particularly as artificial intelligence (AI) models become increasingly complex and less human-interpretable. This complexity raises concerns…

In many practical applications of AI, an AI model is used as a decision aid for human users. The AI provides advice that a human (sometimes) incorporates into their decision-making process. The AI advice is often presented with some measure…

人工智能 · 计算机科学 2022-10-31 Kailas Vodrahalli , Tobias Gerstenberg , James Zou

Artificial intelligence (AI) holds great promise to empower us with knowledge and augment our effectiveness. We can -- and must -- ensure that we keep humans safe and in control, particularly with regard to government and public sector…

人工智能 · 计算机科学 2019-10-09 Carol J. Smith

With the rapid development of artificial intelligence (AI), machines are increasingly evolving into intelligent agents, and the human-machine relationship is shifting from traditional "human-computer interaction" toward a new paradigm of…

人机交互 · 计算机科学 2026-02-20 Zaifeng Gao , Yuanxiu Zhao , Hanxi Pan , Wei Xu

A key task in AI practice is to assess potential impacts to prevent harm. Current AI tools assisting AI impact assessment have not been designed or evaluated for collaborative team brainstorming, and they do not capture the range of views…

人机交互 · 计算机科学 2026-05-01 Jarod Govers , Sanja Šćepanović , Daniele Quercia

We focus on the problem of designing an artificial agent (AI), capable of assisting a human user to complete a task. Our goal is to guide human users towards optimal task performance while keeping their cognitive load as low as possible.…

机器人学 · 计算机科学 2019-11-05 Gilwoo Lee , Christoforos Mavrogiannis , Siddhartha S. Srinivasa

Recent advances in AI models have increased the integration of AI-based decision aids into the human decision making process. To fully unlock the potential of AI-assisted decision making, researchers have computationally modeled how humans…

人机交互 · 计算机科学 2024-11-19 Zhuoyan Li , Ming Yin

This paper investigates real-time decision support systems that leverage low-latency AI models, bringing together recent progress in holistic AI-driven decision tools, integration with Edge-IoT technologies, and approaches for effective…

人工智能 · 计算机科学 2025-12-12 Zechun Deng , Ziwei Liu , Ziqian Bi , Junhao Song , Chia Xin Liang , Joe Yeong , Xinyuan Song , Junfeng Hao

Deciding how to distribute work between humans and AI systems is a central challenge in organisational design. Most approaches treat this as a binary choice, yet the operational reality is richer: humans and AI routinely share tasks or take…

人工智能 · 计算机科学 2026-05-19 Vicente Pelechano , Antoni Mestre , Manoli Albert , Miriam Gil

Public sector agencies are rapidly deploying AI systems to augment or automate critical decisions in real-world contexts like child welfare, criminal justice, and public health. A growing body of work documents how these AI systems often…

人机交互 · 计算机科学 2024-03-06 Anna Kawakami , Amanda Coston , Haiyi Zhu , Hoda Heidari , Kenneth Holstein

Since the first AI-HRI held at the 2014 AAAI Fall Symposium Series, a lot of the presented research and discussions have emphasized how artificial intelligence (AI) developments can benefit human-robot interaction (HRI). This portrays HRI…

人工智能 · 计算机科学 2022-10-24 Richard G. Freedman

Responsible AI is widely considered as one of the greatest scientific challenges of our time and is key to increase the adoption of AI. Recently, a number of AI ethics principles frameworks have been published. However, without further…

人工智能 · 计算机科学 2023-09-29 Qinghua Lu , Liming Zhu , Xiwei Xu , Jon Whittle , Didar Zowghi , Aurelie Jacquet

Humans and AIs are often paired on decision tasks with the expectation of achieving complementary performance -- where the combination of human and AI outperforms either one alone. However, how to improve performance of a human-AI team is…

人机交互 · 计算机科学 2025-02-26 Ziyang Guo , Yifan Wu , Jason Hartline , Jessica Hullman

Systems with artificial intelligence components, so-called AI-based systems, have gained considerable attention recently. However, many organizations have issues with achieving production readiness with such systems. As a means to improve…

软件工程 · 计算机科学 2024-09-12 Lukas Heiland , Marius Hauser , Justus Bogner