output
20072025
most citedFeature selection with test cost constraint

170 citations

64 papers

cs.CL2025

Odin: Oriented Dual-module Integration for Text-rich Network Representation Learning

Kaifeng Hong, Yinglong Zhang, Xiaoying Hong +2

Text-attributed graphs require models to effectively combine strong textual understanding with structurally informed reasoning. Existing approaches either rely on GNNs--limited by…

math.CO2025★ 1 cited

Nice vertices in cubic graphs

Wuxian Chen, Fuliang Lu, Heping Zhang

A subgraph of a graph is nice if has a perfect matching. Nice subgraphs play a vital role in the theory of ear decomposition and matching minors of matching cove…

cs.LG2025

Parameter-Free Structural-Diversity Message Passing for Graph Neural Networks

Mingyue Kong, Yinglong Zhang, Chengda Xu +2

Graph Neural Networks (GNNs) have shown remarkable performance in structured data modeling tasks such as node classification. However, mainstream approaches generally rely on a lar…

cs.SI2025★ 3 cited

Less is More: Simple yet Effective Heuristic Community Detection with Graph Convolution Network

Hong Wang, Yinglong Zhang, Zhangqi Zhao +3

Community detection is crucial in data mining. Traditional methods primarily focus on graph structure, often neglecting the significance of attribute features. In contrast, deep le…

cs.IR2025★ 7 cited

Citation Structural Diversity: A Novel and Concise Metric Combining Structure and Semantics for Literature Evaluation

Mingyue Kong, Yinglong Zhang, Likun Sheng +1

As academic research becomes increasingly diverse, traditional literature evaluation methods face significant limitations,particularly in capturing the complexity of academic disse…

math.NA2025

On the convergence of two-step modified Newton method for nonsymmetric algebraic Riccati equations from transport theory

Juan Liang, Yonghui Ling

This paper is concerned with the convergence of a two-step modified Newton method for solving the nonlinear system arising from the minimal nonnegative solution of nonsymmetric alg…