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Interactive AI systems, such as recommendation engines and virtual assistants, commonly use static user profiles and predefined rules to personalize interactions. However, these methods often fail to capture the dynamic nature of user…

Human-Computer Interaction · Computer Science 2026-03-02 Liu He

Current AI advances largely rely on scaling neural models and expanding training datasets to achieve generalization and robustness. Despite notable successes, this paradigm incurs significant environmental, economic, and ethical costs,…

Artificial Intelligence · Computer Science 2025-12-02 Eunsu Baek , Keondo Park , Jeonggil Ko , Min-hwan Oh , Taesik Gong , Hyung-Sin Kim

The rise of autonomous systems in cities, such as automated vehicles (AVs), requires new approaches for prototyping and evaluating how people interact with those systems through context-based user interfaces, such as external human-machine…

Human-Computer Interaction · Computer Science 2024-06-14 Marius Hoggenmueller , Martin Tomitsch , Luke Hespanhol , Tram Thi Minh Tran , Stewart Worrall , Eduardo Nebot

The integration of human and artificial intelligence offers a powerful avenue for advancing our understanding of information processing, as each system provides unique computational insights. However, despite the promise of human-AI…

Neurons and Cognition · Quantitative Biology 2025-04-22 Stephen Chong Zhao , Yang Hu , Jason Lee , Andrew Bender , Trisha Mazumdar , Mark Wallace , David A. Tovar

The increasing prevalence of Artificial Intelligence (AI) in safety-critical contexts such as air-traffic control leads to systems that are practical and efficient, and to some extent explainable to humans to be trusted and accepted. The…

Computers and Society · Computer Science 2023-06-28 Sabine Theis , Sophie Jentzsch , Fotini Deligiannaki , Charles Berro , Arne Peter Raulf , Carmen Bruder

Human-computer interaction has long imagined technology that understands us-from our preferences and habits, to the timing and purpose of our everyday actions. Yet current user models remain fragmented, narrowly tailored to specific apps,…

Human-Computer Interaction · Computer Science 2025-09-23 Omar Shaikh , Shardul Sapkota , Shan Rizvi , Eric Horvitz , Joon Sung Park , Diyi Yang , Michael S. Bernstein

Human-AI coevolution, defined as a process in which humans and AI algorithms continuously influence each other, increasingly characterises our society, but is understudied in artificial intelligence and complexity science literature.…

Human-AI Interaction (HAI) guidelines and design principles have become increasingly important in both industry and academia to guide the development of AI systems that align with user needs and expectations. However, large-scale empirical…

Human-Computer Interaction · Computer Science 2025-03-26 Stefan Pasch , Sun-Young Ha

Progress toward Artificial General Intelligence (AGI) faces significant bottlenecks, particularly in rigorously evaluating complex interactive systems and acquiring the vast interaction data needed for training adaptive agents. This paper…

Artificial Intelligence · Computer Science 2025-09-25 Krisztian Balog , ChengXiang Zhai

As AI systems enter into a growing number of societal domains, these systems increasingly shape and are shaped by user preferences, opinions, and behaviors. However, the design of AI systems rarely accounts for how AI and users shape one…

Machine Learning · Computer Science 2024-04-19 Sarah Dean , Evan Dong , Meena Jagadeesan , Liu Leqi

Human-machine interfaces (HMI) play a pivotal role in the rehabilitation and daily assistance of lower-limb amputees. The brain of such interfaces is a control model that detects the user's intention using sensor input and generates…

Computational Engineering, Finance, and Science · Computer Science 2021-10-08 Sharmita Dey , Takashi Yoshida , Robert H. Foerster , Michael Ernst , Thomas Schmalz , Rodrigo M. Carnier , Arndt F. Schilling

Due to the increasing complexity of modern automatic machines typically used in several industrial applications, the need for assistive technologies is becoming very relevant. Typical approaches consist in designing advanced and adaptive…

Human-Computer Interaction · Computer Science 2020-03-06 Valeria Villani , Lorenzo Sabattini , Alessio Levratti , Cesare Fantuzzi

External Human-Machine Interfaces (eHMIs) are key to facilitating interaction between autonomous vehicles and external road actors, yet most remain reactive and do not account for scalability and inclusivity. This paper introduces a…

As machine learning approaches are increasingly used to augment human decision-making, eXplainable Artificial Intelligence (XAI) research has explored methods for communicating system behavior to humans. However, these approaches often fail…

Computer Vision and Pattern Recognition · Computer Science 2021-10-18 Luke Guerdan , Alex Raymond , Hatice Gunes

Recent works have recognized the need for human-centered perspectives when designing and evaluating human-AI interactions and explainable AI methods. Yet, current approaches fall short at intercepting and managing unexpected user behavior…

Human-Computer Interaction · Computer Science 2022-05-04 Michaela Benk , Raphael Weibel , Andrea Ferrario

Human-machine Interface (HMI) is critical for safety during automated driving, as it serves as the only media between the automated system and human users. To enable a transparent HMI, we first need to know how to evaluate it. However, most…

Human-Computer Interaction · Computer Science 2024-06-17 Yuan-Cheng Liu , Nikol Figalova , Juergen Pichen , Philipp Hock , Martin Baumann , Klaus Bengler

Highly automated vehicles represent one of the most crucial development efforts in the automotive industry. In addition to the use of research vehicles, production vehicles for the general public are realistic in the near future. However,…

Over the last couple of years, AI Agents have gained significant traction due to substantial progress in the capabilities of underlying General Purpose AI (GPAI) models, enhanced scaffolding techniques, and the promise to drive societal…

Computers and Society · Computer Science 2026-04-27 Antoni Lorente , Amin Oueslati , Robin Staes-Polet

Vision-based Interfaces (VIs) are pivotal in advancing Human-Computer Interaction (HCI), particularly in enhancing context awareness. However, there are significant opportunities for these interfaces due to rapid advancements in multimodal…

Human-Computer Interaction · Computer Science 2024-08-15 Yongquan Hu , Wen Hu , Aaron Quigley

Broad application of human-machine interaction (HMI) demands advanced and human-centered control designs for the machine's automation. Human natural motor action shows stochastic behavior, which has so far not been respected in HMI control…

Systems and Control · Electrical Eng. & Systems 2024-08-19 Sean Kille , Balint Varga , Sören Hohmann