Search Results for author: Xinye Xiong

Found 3 papers, 1 papers with code

Accurate and Definite Mutational Effect Prediction with Lightweight Equivariant Graph Neural Networks

no code implementations13 Apr 2023 Bingxin Zhou, Outongyi Lv, Kai Yi, Xinye Xiong, Pan Tan, Liang Hong, Yu Guang Wang

Directed evolution as a widely-used engineering strategy faces obstacles in finding desired mutants from the massive size of candidate modifications.

Graph Representation Learning

Graph Representation Learning for Interactive Biomolecule Systems

no code implementations5 Apr 2023 Xinye Xiong, Bingxin Zhou, Yu Guang Wang

Advances in deep learning models have revolutionized the study of biomolecule systems and their mechanisms.

Drug Discovery Graph Representation Learning

How GNNs Facilitate CNNs in Mining Geometric Information from Large-Scale Medical Images

1 code implementation15 Jun 2022 Yiqing Shen, Bingxin Zhou, Xinye Xiong, Ruitian Gao, Yu Guang Wang

Existing solutions heavily rely on convolutional neural networks (CNNs) for global pixel-level analysis, leaving the underlying local geometric structure such as the interaction between cells in the tumor microenvironment unexplored.

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