Search Results for author: Zhaoning Yu

Found 3 papers, 2 papers with code

MotifPiece: A Data-Driven Approach for Effective Motif Extraction and Molecular Representation Learning

1 code implementation24 Dec 2023 Zhaoning Yu, Hongyang Gao

In this paper, we develop a data-driven motif extraction technique known as MotifPiece, which employs statistical measures to define motifs.

molecular representation Representation Learning

Molecular Representation Learning via Heterogeneous Motif Graph Neural Networks

1 code implementation1 Feb 2022 Zhaoning Yu, Hongyang Gao

We propose a novel molecular graph representation learning method by constructing a heterogeneous motif graph to address this issue.

graph construction Graph Representation Learning +2

MotifExplainer: a Motif-based Graph Neural Network Explainer

no code implementations1 Feb 2022 Zhaoning Yu, Hongyang Gao

Most existing GNN explanation methods identify the most important edges or nodes but fail to consider substructures, which are more important for graph data.

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