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LLM-driven GUI agents are increasingly used in production systems to automate workflows and simulate users for evaluation and optimization. Yet most GUI-agent evaluations emphasize task success and provide limited evidence on whether agents…

信息检索 · 计算机科学 2026-04-10 Maria Movin , Claudia Hauff , Aron Henriksson , Panagiotis Papapetrou

Latent space representations are critical for understanding and improving the behavior of machine learning models, yet they often remain obscure and intricate. Understanding and exploring the latent space has the potential to contribute…

机器学习 · 计算机科学 2025-05-13 Daniel Geissler , Lars Krupp , Vishal Banwari , David Habusch , Bo Zhou , Paul Lukowicz , Jakob Karolus

Information retrieval (IR) systems need to constantly update their knowledge as target objects and user queries change over time. Due to the power-law nature of linguistic data, learning lexical concepts is a problem resisting standard…

人工智能 · 计算机科学 2019-11-01 Jacopo Tagliabue , Reuben Cohn-Gordon

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

Human computer interaction is shifting from screen-based systems to multimodal interfaces where artificial intelligence powered systems increasingly interpret user intent through speech, gesture, and gaze. Yet users rarely understand how…

人机交互 · 计算机科学 2026-05-05 Ankur Bhatt , Sven Mayer

Emerging paradigms in XR, AI, and BCI contexts necessitate novel theoretical frameworks for understanding human autonomy and agency in HCI. Drawing from enactivist theories of cognition, we conceptualize human agents as self-organizing,…

人机交互 · 计算机科学 2025-09-10 Angjelin Hila

Artificial Intelligence (AI) techniques, particularly machine learning techniques, are rapidly transforming tactical operations by augmenting human decision-making capabilities. This paper explores AI-driven Human-Autonomy Teaming (HAT) as…

人机交互 · 计算机科学 2024-11-18 Desta Haileselassie Hagos , Hassan El Alami , Danda B. Rawat

Computer-using agents (CUAs) must plan task workflows across diverse and evolving applications, yet progress is limited by the lack of large-scale, high-quality training data. Existing datasets are narrow, static, and costly to annotate,…

人工智能 · 计算机科学 2026-03-17 Chan Hee Song , Yiwen Song , Palash Goyal , Yu Su , Oriana Riva , Hamid Palangi , Tomas Pfister

Environments built for people are increasingly operated by a new class of economic actors: LLM-powered software agents making decisions on our behalf. These decisions range from our purchases to travel plans to medical treatment selection.…

人工智能 · 计算机科学 2026-02-25 Manuel Cherep , Chengtian Ma , Abigail Xu , Maya Shaked , Pattie Maes , Nikhil Singh

As Artificial Intelligence (AI) technologies continue to advance, protecting human autonomy and promoting ethical decision-making are essential to fostering trust and accountability. Human agency (the capacity of individuals to make…

计算机与社会 · 计算机科学 2025-10-13 Laxmiraju Kandikatla , Branislav Radeljic

Segmentation models achieve high accuracy on benchmarks but often fail in real-world domains by relying on spurious correlations instead of true object boundaries. We propose a human-in-the-loop interactive framework that enables…

计算机视觉与模式识别 · 计算机科学 2025-10-14 Pouya Shaeri , Ryan T. Woo , Yasaman Mohammadpour , Ariane Middel

The future of UAV interaction systems is evolving from engineer-driven to user-driven, aiming to replace traditional predefined Human-UAV Interaction designs. This shift focuses on enabling more personalized task planning and design,…

机器人学 · 计算机科学 2025-12-10 Haoran Wang , Zhuohang Chen , Guang Li , Bo Ma , Chuanghuang Li

Accessible and inclusive design has gained increased attention in HCI, yet practical implementation remains challenging due to resource-intensive prototyping methods. Traditional approaches such as workshops, A-B tests, and co-design…

人机交互 · 计算机科学 2025-06-30 Pascal Jansen

Integrating human expertise into machine learning systems often reduces the role of experts to labeling oracles, a paradigm that limits the amount of information exchanged and fails to capture the nuances of human judgment. We address this…

人机交互 · 计算机科学 2026-02-18 Belén Martín-Urcelay , Yoonsang Lee , Matthieu R. Bloch , Christopher J. Rozell

Active Inference is a closed-loop computational theoretical basis for understanding behaviour, based on agents with internal probabilistic generative models that encode their beliefs about how hidden states in their environment cause their…

人机交互 · 计算机科学 2024-12-20 Roderick Murray-Smith , John H. Williamson , Sebastian Stein

Web agents promise to automate complex browser tasks, but current methods remain brittle -- relying on step-by-step UI interactions and heavy LLM reasoning that break under dynamic layouts and long horizons. Humans, by contrast, exploit…

计算机视觉与模式识别 · 计算机科学 2025-10-03 Viraj Prabhu , Yutong Dai , Matthew Fernandez , Jing Gu , Krithika Ramakrishnan , Yanqi Luo , Silvio Savarese , Caiming Xiong , Junnan Li , Zeyuan Chen , Ran Xu

Information sharing platforms like TripAdvisor and Waze involve human agents as both information producers and consumers. All these platforms operate in a centralized way to collect agents' latest observations of new options (e.g.,…

社会与信息网络 · 计算机科学 2025-09-12 Yiting Hu , Lingjie Duan

Traditional data mining algorithms are exceptional at seeing patterns in data that humans cannot, but are often confused by details that are obvious to the organic eye. Algorithms that include humans "in-the-loop" have proved beneficial for…

人机交互 · 计算机科学 2017-12-05 Austin Graham , Yan Liang , Le Gruenwald , Christan Grant

We introduce BRIDGET, a novel human-in-the-loop system for hybrid decision-making, aiding the user to label records from an un-labeled dataset, attempting to ``bridge the gap'' between the two most popular Hybrid Decision-Making paradigms:…

人工智能 · 计算机科学 2024-10-01 Federico Mazzoni , Roberto Pellungrini , Riccardo Guidotti

This framework for human behavior monitoring aims to take a holistic approach to study, track, monitor, and analyze human behavior during activities of daily living (ADLs). The framework consists of two novel functionalities. First, it can…

人机交互 · 计算机科学 2021-06-30 Nirmalya Thakur , Chia Y. Han