Active Inference and Human--Computer Interaction

R Murray-Smith, JH Williamson, S Stein - arxiv preprint arxiv:2412.14741, 2024 - arxiv.org
Active Inference is a closed-loop computational theoretical basis for understanding
behaviour, based on agents with internal probabilistic generative models that encode their …

Predicting Selection Intention in Real-Time with Bayesian-based ML Model in Unimodal Gaze Interaction

T Jo, HJ Lee, S Chun, IK Lee - arxiv preprint arxiv:2411.06726, 2024 - arxiv.org
Eye gaze is considered a promising interaction modality in extende reality (XR)
environments. However, determining selection intention from gaze data often requires …

sMoRe: Enhancing Object Manipulation and Organization in Mixed Reality Spaces with LLMs and Generative AI

Y **ng, Q Liu, J Wang, D Gomez-Zara - arxiv preprint arxiv:2411.11752, 2024 - arxiv.org
In mixed reality (MR) environments, understanding space and creating virtual objects is
crucial to providing an intuitive and rich user experience. This paper introduces sMoRe …

Towards Interaction Design with Active Inference: A Case Study on Noisy Ordinal Selection

S Stein, JH Williamson, R Murray-Smith - International Workshop on Active …, 2024 - Springer
This paper explores active inference for user interfaces. We implement an active inference
approach for 1-of-N selection, a fundamental building block of interactive systems. In this …

[PDF][PDF] Predicting Ray Pointer Landing Poses in VR Using Multimodal LSTM-Based Neural Networks

W Xu, Y Wei, X Hu, W Stuerzlinger, Y Wang, HN Liang - vvise.iat.sfu.ca
Target selection is one of the most fundamental tasks in VR interaction systems. Prediction
heuristics can provide users with a smoother interaction experience in this process. Our …

[PDF][PDF] Performance as Agency? Investigating the Trade-off between Sense of Agency and Performance in Target Selection with Preemptive Assistance in VR

MWBLD Lindlbauer - wumuzhe.com
Virtual Reality systems enable immersive experiences by providing users with rich
interaction techniques in tasks such as target selection and object manipulation. With the …