Zhongquan Jian

Effective knowledge graph embeddings based on multidirectional semantics relations for polypharmacy side effects prediction

2022 · Bioinformatics

MOTIVATION: Polypharmacy is the combined use of drugs for the treatment of diseases. However, it often shows a high risk of side effects. Due to unnecessary interactions of combined drugs, the side effects of polypharmacy …

Enhancing Mixture of Experts with Independent and Collaborative Learning for Long-Tail Visual Recognition

2024

Deep neural networks (DNNs) face substantial challenges in Long-Tail Visual Recognition (LTVR) due to the inherent class imbalances in real-world data distributions. The Mixture of Experts (MoE) framework has emerged as a promising approach to …