Author

Chuhua Xian

2 papers indexed here

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Preprint Sep 2026

RealSimLoop: Online Real-to-Sim Adaptation via Differentiable Reduced-Order Simulation with Vision Feedback

Real-world observations of deformable objects are often sparse or surface-level, while downstream tasks require hidden physical quantities such as internal deformation, stress fields, and interaction forces. Physics-based simulation can recover these quantities, but online real-to-sim adaptation remains challenging due...

Zhi-Hao Cen, Chuhua Xian, Hai-Lin Sun et al. · 1 citation

Aug 2026

Deep Semi-Supervised Learning via Tensor Label Propagation for High-Dimension-Low-Sample-Size Data.

Semi-supervised learning (SSL) aims to effectively utilize a small amount of labeled data together with a large volume of unlabeled data to improve learning performance. Among various SSL strategies, label propagation has been widely adopted due to its ability to diffuse label information across data points via graph s...

Hongmin Cai, Jiali Sun, Fei Qi et al. · IEEE Transactions on Neural... · 0 citations