3 papers
q-bio.QM2026
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.LG2025
ProtoMol: Enhancing Molecular Property Prediction via Prototype-Guided Multimodal Learning
Yingxu Wang, Kunyu Zhang, Jiaxin Huang +3
Multimodal molecular representation learning, which jointly models molecular graphs and their textual descriptions, enhances predictive accuracy and interpretability by enabling mo…
cs.LG2024
A Decade of Deep Learning: A Survey on The Magnificent Seven
Dilshod Azizov, Muhammad Arslan Manzoor, Velibor Bojkovic +9
Deep learning has fundamentally reshaped the landscape of artificial intelligence over the past decade, enabling remarkable achievements across diverse domains. At the heart of the…