4 papers
Generative Modeling of Human-Computer Interfaces with Diffusion Processes and Conditional Control
Rui Liu, Liuqingqing Yang, Runsheng Zhang +1
This study investigates human-computer interface generation based on diffusion models to overcome the limitations of traditional template-based design and fixed rule-driven methods…
Transformer-Based Modeling of User Interaction Sequences for Dwell Time Prediction in Human-Computer Interfaces
Rui Liu, Runsheng Zhang, Shixiao Wang
This study investigates the task of dwell time prediction and proposes a Transformer framework based on interaction behavior modeling. The method first represents user interaction…
Graph Neural Networks for User Satisfaction Classification in Human-Computer Interaction
Rui Liu, Runsheng Zhang, Shixiao Wang
This study focuses on the problem of user satisfaction classification and proposes a framework based on graph neural networks to address the limitations of traditional methods in h…
Adaptive Human-Computer Interaction Strategies Through Reinforcement Learning in Complex
Rui Liu, Yifan Zhuang, Runsheng Zhang
This study addresses the challenges of dynamics and complexity in intelligent human-computer interaction and proposes a reinforcement learning-based optimization framework to impro…