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The emergence of mobile eye trackers embedded in next generation smartphones or VR displays will make it possible to trace not only what objects we look at but also the level of attention in a given situation. Exploring whether we can…

Human-Computer Interaction · Computer Science 2016-02-17 Per Bækgaard , Michael Kai Petersen , Jakob Eg Larsen

The Zurich Cognitive Language Processing Corpus (ZuCo) provides eye-tracking and EEG signals from two reading paradigms, normal reading and task-specific reading. We analyze whether machine learning methods are able to classify these two…

Computation and Language · Computer Science 2021-12-14 Nora Hollenstein , Marius Tröndle , Martyna Plomecka , Samuel Kiegeland , Yilmazcan Özyurt , Lena A. Jäger , Nicolas Langer

Cognitive training for sustained attention and working memory is vital across domains relying on robust mental capacity such as education or rehabilitation. Adaptive systems are essential, dynamically matching difficulty to user ability to…

Human-Computer Interaction · Computer Science 2026-02-19 Dominik Szczepaniak , Monika Harvey , Fani Deligianni

Non-intrusive, real-time analysis of the dynamics of the eye region allows us to monitor humans' visual attention allocation and estimate their mental state during the performance of real-world tasks, which can potentially benefit a wide…

Human-Computer Interaction · Computer Science 2023-06-28 Li Ding , Jack Terwilliger , Aishni Parab , Meng Wang , Lex Fridman , Bruce Mehler , Bryan Reimer

Eye-tracking data reveals valuable insights into users' cognitive states but is difficult to analyze due to its structured, non-linguistic nature. While large language models (LLMs) excel at reasoning over text, they struggle with temporal…

Human-Computer Interaction · Computer Science 2025-07-25 Dongyang Guo , Yasmeen Abdrabou , Enkeleda Thaqi , Enkelejda Kasneci

Eye movements provide a window into human behaviour, attention, and interaction dynamics. Challenges in real-world, multi-person environments have, however, restrained eye-tracking research predominantly to single-person, in-lab settings.…

Human-Computer Interaction · Computer Science 2025-05-27 Shreshth Saxena , Areez Visram , Neil Lobo , Zahid Mirza , Mehak Rafi Khan , Biranugan Pirabaharan , Alexander Nguyen , Lauren K. Fink

As automation and mobile robotics reshape work environments, rising expectations for productivity increase cognitive demands on human operators, leading to potential stress and cognitive overload. Accurately assessing an operator's mental…

Robotics · Computer Science 2025-04-10 Till Aust , Julian Kaduk , Heiko Hamann

Interpretability research aims to bridge the gap between empirical success and our scientific understanding of the inner workings of large language models (LLMs). However, most existing research focuses on analyzing a single mechanism, such…

Computation and Language · Computer Science 2024-06-10 Francesco Ortu , Zhijing Jin , Diego Doimo , Mrinmaya Sachan , Alberto Cazzaniga , Bernhard Schölkopf

Eye movements can provide informative cues to understand human visual scan/search behavior and cognitive load during varying tasks. Visualizations of real-time gaze measures during tasks, provide an understanding of human behavior as the…

Human-Computer Interaction · Computer Science 2024-09-11 Gavindya Jayawardena , Vikas Ashok , Sampath Jayarathna

Information flow provides a natural measure for the causal interaction between dynamical events. This study extends our previous rigorous formalism of componentwise information flow to the bulk information flow between two complex…

Neurons and Cognition · Quantitative Biology 2021-12-30 X. San Liang

We present a novel approach for determining learners' second language proficiency which utilizes behavioral traces of eye movements during reading. Our approach provides stand-alone eyetracking based English proficiency scores which reflect…

Computation and Language · Computer Science 2018-04-25 Yevgeni Berzak , Boris Katz , Roger Levy

Mobile eye-tracking systems have been available for about a decade now and are becoming increasingly popular in different fields of application, including marketing, sociology, usability studies and linguistics. While the user-friendliness…

Computer Vision and Pattern Recognition · Computer Science 2020-07-10 Timothy Callemein , Kristof Van Beeck , Geert Brône , Toon Goedemé

Two prominent strategies that the human visual system uses to reduce incoming information are spatial integration and selective attention. Although spatial integration summarizes and combines information over the visual field, selective…

Neurons and Cognition · Quantitative Biology 2019-06-28 Alessandro Grillini , Remco J. Renken , Frans W. Cornelissen

Selective exposure to online news consumption reinforces filter bubbles, restricting access to diverse viewpoints. Interactive systems can counteract this bias by suggesting alternative perspectives, but they require real-time indicators to…

Human-Computer Interaction · Computer Science 2025-03-31 Thomas Krämer , Francesco Chiossi , Thomas Kosch

Eye tracking (ET) can help to understand visual attention and cognitive processes in interactive environments. This study presents a comprehensive eye-tracking analysis framework of the Inhibitory Control Game, named the ReStroop game,…

Human-Computer Interaction · Computer Science 2025-09-11 Abdul Rehman , Ilona Heldal , Diana Stilwell , Paula Costa Ferreira , Jerry Chun-Wei Lin

Supervisors in military command and control (C2) environments face dynamic conditions. Dynamically changing information continuously flows to the supervisors through multiple displays. In this environment, important pieces of information…

Emerging Technologies · Computer Science 2026-01-27 Hyun-Gee Jei , Mustafa Demir , Farzan Sasangohar

Cognitive load assessment is crucial for understanding human performance in various domains. This study investigates the impact of different task conditions and time constraints on cognitive load using multiple measures, including…

Human-Computer Interaction · Computer Science 2023-12-19 Arash Abbasi Larki , Akram Shojaei , Mehdi Delrobaei

Assessing cognitive workload is crucial for human performance as it affects information processing, decision making, and task execution. Pupil size is a valuable indicator of cognitive workload, reflecting changes in attention and arousal…

Machine Learning · Computer Science 2024-10-21 Quang Dang , Murat Kucukosmanoglu , Michael Anoruo , Golshan Kargosha , Sarah Conklin , Justin Brooks

How do people look at art? Are there any differences between how experienced and inexperienced art viewers look at a painting? We approach these questions by analyzing and modeling eye movement data from a cognitive art research experiment,…

Applications · Statistics 2016-08-12 Anna-Kaisa Ylitalo , Aila Särkkä , Peter Guttorp

One of the major challenges for evaluating the effectiveness of data visualizations and visual analytics tools arises from the fact that different users may be using these tools for different tasks. In this paper, we present a simple…

Human-Computer Interaction · Computer Science 2020-10-01 Laura Matzen , Kristin Divis , Deborah Cronin , Michael Haass