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Author

Kai-Xuan Yao

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Conference Open access Sep 2026

Rethinking Multi-Modal Point Cloud Completion: Query-Aware Gating Attention and Gramian Volume Alignment

Multi-modal point cloud completion aims to recover complete 3D geometric structures from partial observations by integrating auxiliary data. Although image-guided techniques are well-established, the potential of natural language as a source of high-level semantic cues remains under-explored. Therefore, effectively int...

Ji-Ye Liang, Hao-Yu Wang, Cheng-Hao Fang et al. · 0 citations
2025

HyperMixup: Hypergraph-Augmented with Higher-order Information Mixup

The proposed framework advances hypergraph representation learning by unifying data augmentation with higher-order topological constraints, offering both practical utility and theoretical insights for relational machine learning.

Kai-Xuan Yao, Zhuo Li, Jianqing Liang et al. · 0 citations

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