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With the advancement and utility of Artificial Intelligence (AI), personalising education to a global population could be a cornerstone of new educational systems in the future. This work presents the PEEKC dataset and the TrueLearn Python…

Computers and Society · Computer Science 2024-01-12 Yuxiang Qiu , Karim Djemili , Denis Elezi , Aaneel Shalman , María Pérez-Ortiz , Emine Yilmaz , John Shawe-Taylor , Sahan Bulathwela

Current LLM assistants are powerful at answering questions, but they have limited access to the behavioral context that reveals when and where a user is struggling. We present a gaze-grounded multimodal LLM assistant that uses egocentric…

Human-Computer Interaction · Computer Science 2026-04-10 Valdemar Danry , Javier Hernandez , Andrew Wilson , Pattie Maes , Judith Amores

With the proliferation of consumer virtual reality (VR) headsets and creative tools, content creators have started to experiment with new forms of interactive audience experience using immersive media. Understanding user attention and…

Human-Computer Interaction · Computer Science 2020-05-21 Mu Mu , Murtada Dohan , Alison Goodyear , Gary Hill , Cleyon Johns , Andreas Mauthe

Personalization is crucial for effective learning, yet online learning, designed for widespread availability and open access, lacks personalized guidance. Recent advancements in large language models (LLMs) offer opportunities to bridge…

Human-Computer Interaction · Computer Science 2026-05-08 Xinyu Jessica Wang , Christine P. Lee , Bilge Mutlu

Virtual reality (VR) and interactive 3D visualization systems have enhanced educational experiences and environments, particularly in complicated subjects such as anatomy education. VR-based systems surpass the potential limitations of…

With the rapid progress in virtual reality (VR) technology, the scope of VR applications has greatly expanded across various domains. However, the superiority of VR training over traditional methods and its impact on learning efficacy are…

Human-Computer Interaction · Computer Science 2023-12-19 Weichao Lin , Liang Chen , Wei Xiong , Kang Ran , Anlan Fan

Humans can collaborate and complete tasks based on visual signals and instruction from the environment. Training such a robot is difficult especially due to the understanding of the instruction and the complicated environment. Previous…

Artificial Intelligence · Computer Science 2023-05-12 Kairui Zhou

Virtual reality (VR) is not a new technology but has been in development for decades, driven by advances in computer technology. Currently, VR technology is increasingly being used in applications to enable immersive, yet controlled…

Human-Computer Interaction · Computer Science 2022-11-24 Hong Gao

Eye-tracking offers rich insights into student cognition and engagement, but remains underutilized in classroom-facing educational technology due to challenges in data interpretation and accessibility. In this paper, we present the…

In online education, innovative tools are crucial for enhancing learning outcomes. SAM (Study with AI Mentor) is an advanced platform that integrates educational videos with a context-aware chat interface powered by large language models.…

Artificial Intelligence · Computer Science 2025-02-25 Anna Bodonhelyi , Enkeleda Thaqi , Süleyman Özdel , Efe Bozkir , Enkelejda Kasneci

In the virtual elements of immersive learning, the use of Google Expedition and touch-screen-based emotion are examined. The objective is to investigate possible ways to combine these technologies to enhance virtual learning environments…

Human-Computer Interaction · Computer Science 2024-02-29 Akey Sungheetha , Rajesh Sharma R , Chinnaiyan R

Over the last decade, online lecture videos have become increasingly popular and have experienced a meteoric rise during the pandemic. However, video-language research has primarily focused on instructional videos or movies, and tools to…

Computer Vision and Pattern Recognition · Computer Science 2022-11-01 Darshan Singh S , Anchit Gupta , C. V. Jawahar , Makarand Tapaswi

Medical image segmentation remains challenging due to the high cost of pixel-level annotations for training. In the context of weak supervision, clinician gaze data captures regions of diagnostic interest; however, its sparsity limits its…

Computer Vision and Pattern Recognition · Computer Science 2025-10-07 Jingkun Chen , Haoran Duan , Xiao Zhang , Boyan Gao , Vicente Grau , Jungong Han

Successful learning depends on learners' ability to sustain attention, which is particularly challenging in online education due to limited teacher interaction. A potential indicator for attention is gaze synchrony, demonstrating predictive…

Human-Computer Interaction · Computer Science 2024-04-02 Babette Bühler , Efe Bozkir , Hannah Deininger , Peter Gerjets , Ulrich Trautwein , Enkelejda Kasneci

Traditional lecture videos offer flexibility but lack mechanisms for real-time clarification, forcing learners to search externally when confusion arises. Recent advances in large language models and neural avatars provide new opportunities…

Computer Vision and Pattern Recognition · Computer Science 2025-12-25 Md Zabirul Islam , Md Motaleb Hossen Manik , Ge Wang

With rapid developments in consumer-level head-mounted displays and computer graphics, immersive VR has the potential to take online and remote learning closer to real-world settings. However, the effects of such digital transformations on…

Human-Computer Interaction · Computer Science 2021-05-10 Hong Gao , Efe Bozkir , Lisa Hasenbein , Jens-Uwe Hahn , Richard Göllner , Enkelejda Kasneci

Driven by the global shift towards online learning prompted by the COVID 19 pandemic, Artificial Intelligence has emerged as a pivotal player in the field of education. Intelligent Tutoring Systems offer a new method of personalized…

Artificial Intelligence · Computer Science 2025-05-06 Simon Suh

This research introduces an innovative artificial intelligence-driven educational concept designed to optimize self-directed learning through personalized course delivery and automated teaching assistance. The system leverages fine-tuned AI…

Artificial Intelligence · Computer Science 2024-11-13 Tejas Satish Gotavade

Learning using Computer-Assisted Instruction (CAI) demands a high level of attention given the tendency to be distracted and mind-wander. How does the online STEM instructor know when learners are having attentional problems and the extent…

Physics Education · Physics 2026-02-10 Razan Hamed , N. Sanjay Rebello , Jeremy Munsell

Using learning analytics to investigate and support collaborative learning has been explored for many years. Recently, automated approaches with various artificial intelligence approaches have provided promising results for modelling and…

Computers and Society · Computer Science 2024-01-22 Qi Zhou , Wannapon Suraworachet , Mutlu Cukurova