publications

2026

1. Thesis

   Topological Feature Embedding and Representation for Machine Learning on 3D Point Clouds

   Yuhe Qin

   Southern University of Science and Technology, May 2026

   Supervised by Prof. Yifei Zhu.

   Abs Bib PDF

   Bachelor’s thesis on topology-aware learning for 3D point clouds, analyzing geometric and topological inductive biases, proposing a two-axis taxonomy of representation and integration strategies, and conducting PointNet-based ablation studies for multi-modal feature fusion.

   @mastersthesis{qin2026topology,
     title = {Topological Feature Embedding and Representation for Machine Learning on 3D Point Clouds},
     author = {Qin, Yuhe},
     school = {Southern University of Science and Technology},
     year = {2026},
     month = may,
     note = {Supervised by Prof. Yifei Zhu.}
   }