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q-bio.QM2024
SGAC: A Graph Neural Network Framework for Imbalanced and Structure-Aware AMP Classification
Yingxu Wang, Victor Liang, Nan Yin +2
Classifying Antimicrobial Peptides (AMPs) from the vast collection of peptides derived from metagenomic sequencing offers a promising avenue for combating antibiotic resistance. Ho…
cs.LG2024
DuSEGO: Dual Second-order Equivariant Graph Ordinary Differential Equation
Yingxu Wang, Nan Yin, Mingyan Xiao +3
Graph Neural Networks (GNNs) with equivariant properties have achieved significant success in modeling complex dynamic systems and molecular properties. However, their expressivene…