Author

Jia-Chen Yang

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Open access Sep 2026

Mixture of Lie-Group Kernels for Equivariance-Inspired Feature Learning.

Deep visual models typically achieve robustness to geometric transformations through extensive data augmentation or increased model capacity, yet these empirical strategies do not guarantee explicitly equivariant or structurally constrained representations. While group-equivariant CNNs provide principled mechanisms for...

Yao-Xian Yang, Guipeng Lan, Shuai Xiao et al. · IEEE Transactions on Neural... · 0 citations

Open access Aug 2026

Full-Depth Dynamic Gradient-Guided Residual Correction for Daily Three-Dimensional Ocean Sound Speed Prediction

Accurate daily three-dimensional (3D) ocean sound speed prediction is essential for underwater acoustic applications. Existing data-driven studies often focus on global field errors, leaving localized thermocline-related errors insufficiently addressed. Using ten years of daily GLORYS12 reanalysis data from an equatori...

Jia-Chen Yang, Qing Xie, Zhengjian Li et al. · Italian National Conference... · 0 citations