Hongquan Gui

HRI-DGDM: Dual-Graph Guided Diffusion Model for Uncertain Human Motion Modeling in HRI

Human motion in human-robot interaction (HRI) is inherently uncertain, even when performing the same task repeatedly. This variability poses a significant challenge for prediction, as models must capture a distribution of plausible futures rather than a single deterministic trajectory. Traditional g…