Advances of Deep Learning in Protein Science: A Comprehensive Survey

no code implementations • 8 Mar 2024 • Bozhen Hu, Cheng Tan, Lirong Wu, Jiangbin Zheng, Jun Xia, Zhangyang Gao, Zicheng Liu, Fandi Wu, Guijun Zhang, Stan Z. Li

Protein representation learning plays a crucial role in understanding the structure and function of proteins, which are essential biomolecules involved in various biological processes.

Drug Discovery Protein Function Prediction +2

A Survey of Geometric Graph Neural Networks: Data Structures, Models and Applications

no code implementations • 1 Mar 2024 • Jiaqi Han, Jiacheng Cen, Liming Wu, Zongzhao Li, Xiangzhe Kong, Rui Jiao, Ziyang Yu, Tingyang Xu, Fandi Wu, Zihe Wang, Hongteng Xu, Zhewei Wei, Yang Liu, Yu Rong, Wenbing Huang

Geometric graph is a special kind of graph with geometric features, which is vital to model many scientific problems.