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Collaborative decision-making with artificial intelligence (AI) agents presents opportunities and challenges. While human-AI performance often surpasses that of individuals, the impact of such technology on human behavior remains…

人工智能 · 计算机科学 2024-11-18 Marco Matarese , Francesco Rea , Katharina J. Rohlfing , Alessandra Sciutti

Conversational search presents opportunities to support users in their search activities to improve the effectiveness and efficiency of search while reducing their cognitive load. Limitations of the potential competency of conversational…

人机交互 · 计算机科学 2021-04-12 Abhishek Kaushik , Gareth J. F. Jones

This paper considers a scenario in city navigation: an AI agent is provided with language descriptions of the goal location with respect to some well-known landmarks; By only observing the scene around, including recognizing landmarks and…

人工智能 · 计算机科学 2024-10-18 Qingbin Zeng , Qinglong Yang , Shunan Dong , Heming Du , Liang Zheng , Fengli Xu , Yong Li

A/B testing experiment is a widely adopted method for evaluating UI/UX design decisions in modern web applications. Yet, traditional A/B testing remains constrained by its dependence on the large-scale and live traffic of human…

Web-based activities span multiple webpages. However, conventional browsers with stacks of tabs cannot support operating and synthesizing large volumes of information across pages. While recent AI systems enable fully automated web browsing…

人机交互 · 计算机科学 2026-01-29 Peiling Jiang , Haijun Xia

In an ideal design pipeline, user interface (UI) design is intertwined with user research to validate decisions, yet studies are often resource-constrained during early exploration. Recent advances in multimodal large language models…

Balancing user agency and system automation is essential for effective human-AI interactions. Fully automated systems can deliver efficiency but risk undermining usability and user autonomy, while purely manual tools are often inefficient…

人机交互 · 计算机科学 2025-02-20 Thomas Langerak

The field of eXplainable Artificial Intelligence (XAI) is increasingly recognizing the need to personalize and/or interactively adapt the explanation to better reflect users' explanation needs. While dialogue-based approaches to XAI have…

机器学习 · 计算机科学 2024-08-15 Dimitry Mindlin , Amelie Sophie Robrecht , Michael Morasch , Philipp Cimiano

In the field of AI-driven human-GUI interaction automation, while rapid advances in multimodal large language models and reinforcement fine-tuning techniques have yielded remarkable progress, a fundamental challenge persists: their…

计算机视觉与模式识别 · 计算机科学 2025-10-28 Shaojie Zhang , Ruoceng Zhang , Pei Fu , Shaokang Wang , Jiahui Yang , Xin Du , Shiqi Cui , Bin Qin , Ying Huang , Zhenbo Luo , Jian Luan

As AI agents take on increasingly long-running tasks involving sophisticated planning and execution, there is a corresponding need for novel interaction designs that enable deeper human-agent collaboration. However, most prior works…

Large language models are increasingly used as personal assistants, yet most lack a persistent user model, forcing users to repeatedly restate preferences across sessions. We propose Vector-Adapted Retrieval Scoring (VARS), a…

计算与语言 · 计算机科学 2026-03-24 Yuren Hao , Shuhaib Mehri , ChengXiang Zhai , Dilek Hakkani-Tür

In this paper, we study shortlists as an interface component for recommender systems with the dual goal of supporting the user's decision process, as well as improving implicit feedback elicitation for increased recommendation quality. A…

人机交互 · 计算机科学 2016-02-09 Tobias Schnabel , Paul N. Bennett , Susan T. Dumais , Thorsten Joachims

Today's state of the art visual navigation agents typically consist of large deep learning models trained end to end. Such models offer little to no interpretability about the learned skills or the actions of the agent taken in response to…

计算机视觉与模式识别 · 计算机科学 2022-06-20 Kshitij Dwivedi , Gemma Roig , Aniruddha Kembhavi , Roozbeh Mottaghi

An implicit expectation of asking users to rate agents, such as an AI decision-aid, is that they will use only relevant information -- ask them about an agent's benevolence, and they should consider whether or not it was kind. Behavioral…

人机交互 · 计算机科学 2023-07-28 Nikolos Gurney , David Pynadath , Ning Wang

Planning trips is a cognitively intensive task involving conflicting user preferences, dynamic external information, and multi-step temporal-spatial optimization. Traditional platforms often fall short - they provide static results, lack…

多智能体系统 · 计算机科学 2025-05-19 Binwen Liu , Jiexi Ge , Jiamin Wang

Despite the recent surge of research efforts to make data visualizations accessible to people who are blind or have low vision (BLV), how to support BLV people's data analysis remains an important and challenging question. As refreshable…

人机交互 · 计算机科学 2025-01-17 Samuel Reinders , Matthew Butler , Ingrid Zukerman , Bongshin Lee , Lizhen Qu , Kim Marriott

In recent years, edge computing has become a popular choice for latency-sensitive applications like facial recognition and augmented reality because it is closer to the end users compared to the cloud. Although infrastructure providers are…

分布式、并行与集群计算 · 计算机科学 2020-11-12 Shikhar Suryavansh , Chandan Bothra , Kwang Taik Kim , Mung Chiang , Chunyi Peng , Saurabh Bagchi

How can we ensure that AI systems are aligned with human values and remain safe? We can study this problem through the frameworks of the AI assistance and the AI shutdown games. The AI assistance problem concerns designing an AI agent that…

人工智能 · 计算机科学 2025-12-30 Alessio Benavoli , Alessandro Facchini , Marco Zaffalon

Explainable AI (XAI) interfaces seek to make large language models more transparent, yet explanation alone does not produce understanding. Explaining a system's behavior is not the same as being able to engage with it, to probe and…

人机交互 · 计算机科学 2026-03-18 Gabrielle Benabdallah

Mobile graphical user interface (GUI) agents enable AI models to autonomously operate smartphones on behalf of users. However, most existing systems focus primarily on optimizing task accuracy and rely on cloud-hosted models for inference,…

人工智能 · 计算机科学 2026-05-27 Runxi Huang , Liyu Zhang , Shengzhong Liu , Xiaomin Ouyang