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AI systems and technologies that can interact with humans in real time face a communication dilemma: when to offer assistance and how frequently. Overly frequent or contextually redundant assistance can cause users to disengage, undermining…

Human-Computer Interaction · Computer Science 2025-08-05 Mark Steyvers , Lukas Mayer

Intelligent agents working in real-world environments must be able to learn about the environment and its capabilities which enable them to take actions to change to the state of the world to complete a complex multi-step task in a…

Artificial Intelligence · Computer Science 2025-02-06 Rajesh Mangannavar

This book-length article combines several peer reviewed papers and new material to analyze the issues of ethical artificial intelligence (AI). The behavior of future AI systems can be described by mathematical equations, which are adapted…

Artificial Intelligence · Computer Science 2015-11-18 Bill Hibbard

Affordances describe the possibilities for an agent to perform actions with an object. While the significance of the affordance concept has been previously studied from varied perspectives, such as psychology and cognitive science, these…

Artificial Intelligence · Computer Science 2021-05-17 Paola Ardón , Èric Pairet , Katrin S. Lohan , Subramanian Ramamoorthy , Ronald P. A. Petrick

AI systems often rely on two key components: a specified goal or reward function and an optimization algorithm to compute the optimal behavior for that goal. This approach is intended to provide value for a principal: the user on whose…

Artificial Intelligence · Computer Science 2021-02-09 Simon Zhuang , Dylan Hadfield-Menell

Coding agents are rapidly changing the landscape of software development, moving from inline completion to autonomous systems that edit repositories, open pull requests, respond to issues, and run scheduled or webhook triggered routines…

Software Engineering · Computer Science 2026-05-11 Nghi D. Q. Bui , Georgios Evangelopoulos

Robotic assistants in long-term human-robot collaboration need to assist users under partial observations while leveraging cross-day interaction history. However, human traits and routines are often unknown at the beginning of…

Robotics · Computer Science 2026-05-26 Chengbo He , Sheng Li , Chenyang Ma , Bochao Zou , Li Sun , Jiansheng Chen , Junliang Xing , Yuanchun Shi , Huimin Ma

Despite the significant demand for assistive technology among vulnerable groups (e.g., the elderly, children, and the disabled) in daily tasks, research into advanced AI-driven assistive solutions that genuinely accommodate their diverse…

Robotics · Computer Science 2024-04-16 Zhihao Cao , Zidong Wang , Siwen Xie , Anji Liu , Lifeng Fan

Despite rapid technological progress, effective human-machine cooperation remains a significant challenge. Humans tend to cooperate less with machines than with fellow humans, a phenomenon known as the machine penalty. Here, we show that…

Human-Computer Interaction · Computer Science 2025-05-29 Zhen Wang , Ruiqi Song , Chen Shen , Shiya Yin , Zhao Song , Balaraju Battu , Lei Shi , Danyang Jia , Talal Rahwan , Shuyue Hu

Agents powered by large language models have shown remarkable abilities in solving complex tasks. However, most agent systems remain reactive, limiting their effectiveness in scenarios requiring foresight and autonomous decision-making. In…

Robots sharing their space with humans need to be proactive in order to be helpful. Proactive robots are able to act on their own initiative in an anticipatory way to benefit humans. In this work, we investigate two ways to make robots…

Artificial Intelligence · Computer Science 2022-05-12 Sera Buyukgoz , Jasmin Grosinger , Mohamed Chetouani , Alessandro Saffiotti

Problems of cooperation--in which agents seek ways to jointly improve their welfare--are ubiquitous and important. They can be found at scales ranging from our daily routines--such as driving on highways, scheduling meetings, and working…

Artificial Intelligence · Computer Science 2020-12-17 Allan Dafoe , Edward Hughes , Yoram Bachrach , Tantum Collins , Kevin R. McKee , Joel Z. Leibo , Kate Larson , Thore Graepel

One difficulty in using artificial agents for human-assistive applications lies in the challenge of accurately assisting with a person's goal(s). Existing methods tend to rely on inferring the human's goal, which is challenging when there…

Artificial Intelligence · Computer Science 2021-01-11 Yuqing Du , Stas Tiomkin , Emre Kiciman , Daniel Polani , Pieter Abbeel , Anca Dragan

Proactivity in robot assistance refers to the robot's ability to anticipate user needs and perform assistive actions without explicit requests. This requires understanding user routines, predicting consistent activities, and actively…

Robotics · Computer Science 2024-01-30 Maithili Patel , Aswin Prakash , Sonia Chernova

Smart assistants increasingly act proactively, yet mistimed or intrusive behavior often causes users to lose trust and disable these features. Learning user preferences for proactive assistance is difficult because real-world studies are…

Human-Computer Interaction · Computer Science 2026-02-05 Ziyi Xuan , Yiwen Wu , Zhaoyang Yan , Vinod Namboodiri , Yu Yang

Artificial intelligence (AI) assistants are increasingly embedded in workplace tools, raising the question of how initiative-taking shapes adoption. Prior work highlights trust and expectation mismatches as barriers, but the underlying…

Human-Computer Interaction · Computer Science 2026-04-28 Dana Harari , Ofra Amir

For effective human-agent teaming, robots and other artificial intelligence (AI) agents must infer their human partner's abilities and behavioral response patterns and adapt accordingly. Most prior works make the unrealistic assumption that…

Robotics · Computer Science 2024-03-26 Manisha Natarajan , Chunyue Xue , Sanne van Waveren , Karen Feigh , Matthew Gombolay

The aim of my Ph.D. thesis concerns Reasoning in Highly Reactive Environments. As reasoning in highly reactive environments, we identify the setting in which a knowledge-based agent, with given goals, is deployed in an environment subject…

Artificial Intelligence · Computer Science 2019-09-19 Francesco Pacenza

Researchers across cognitive, neuro-, and computer sciences increasingly reference human-like artificial intelligence and neuroAI. However, the scope and use of the terms are often inconsistent. Contributed research ranges widely from…

Artificial Intelligence · Computer Science 2022-12-09 Ida Momennejad

Proactive agents that anticipate user needs and autonomously execute tasks hold great promise as digital assistants, yet the lack of realistic user simulation frameworks hinders their development. Existing approaches model apps as flat…

Artificial Intelligence · Computer Science 2026-04-02 Deepak Nathani , Cheng Zhang , Chang Huan , Jiaming Shan , Yinfei Yang , Alkesh Patel , Zhe Gan , William Yang Wang , Michael Saxon , Xin Eric Wang