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.

This work proposes a novel deep SSL framework that enhances label propagation using tensor-based similarity, enabling the modeling of high-order relationships among multiple samples, and significantly enhances the prediction performance from limited labeled data in the HDLSS setting.

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