Jincheng Huang

15 papers A* 4B 1Journal 10
YearRankTypeTitle / Venue / Authors
2025 J jnl
Adaptive node-level weighted learning for directed graph neural network.
Neural Networks
Jincheng Huang, Xiaofeng Zhu
2025 J jnl
Denoising Structure against Adversarial Attacks on Graph Representation Learning.
ACM Trans. Intell. Syst. Technol.
Na Chen, Ping Li, Jincheng Huang, Kai Zhang
2025 A* conf
Enhancing the Influence of Labels on Unlabeled Nodes in Graph Convolutional Networks.
ICML
Jincheng Huang, Yujie Mo, Xiaoshuang Shi, Lei Feng, Xiaofeng Zhu
2025 J jnl
The Final Layer Holds the Key: A Unified and Efficient GNN Calibration Framework.
CoRR
Jincheng Huang, Jie Xu, Xiaoshuang Shi, Ping Hu, Lei Feng, Xiaofeng Zhu
2024 J jnl
A graph transformer defence against graph perturbation by a flexible-pass filter.
Inf. Fusion
Yonghua Zhu, Jincheng Huang, Yang Chen, Robert Amor, Michael Witbrock
2024 J jnl
Building Shortcuts between Distant Nodes with Biaffine Mapping for Graph Convolutional Networks.
ACM Trans. Knowl. Discov. Data
Acong Zhang, Jincheng Huang, Ping Li, Kai Zhang
2024 J jnl
ELU-GCN: Effectively Label-Utilizing Graph Convolutional Network.
CoRR
Jincheng Huang, Yujie Mo, Xiaoshuang Shi, Lei Feng, Xiaofeng Zhu
2024 A* conf
Exploring the Role of Node Diversity in Directed Graph Representation Learning.
IJCAI
Jincheng Huang, Yujie Mo, Ping Hu, Xiaoshuang Shi, Shangbo Yuan, Zeyu Zhang, Xiaofeng Zhu
2024 A* conf
On Which Nodes Does GCN Fail? Enhancing GCN From the Node Perspective.
ICML
Jincheng Huang, Jialie Shen, Xiaoshuang Shi, Xiaofeng Zhu
2024 J jnl
Revisiting the Role of Heterophily in Graph Representation Learning: An Edge Classification Perspective.
ACM Trans. Knowl. Discov. Data
Jincheng Huang, Ping Li, Rui Huang, Na Chen, Acong Zhang
2023 J jnl
Building Shortcuts between Distant Nodes with Biaffine Mapping for Graph Convolutional Networks.
CoRR
Acong Zhang, Jincheng Huang, Ping Li, Kai Zhang
2023 A* conf
Robust Mid-Pass Filtering Graph Convolutional Networks.
WWW
Jincheng Huang, Lun Du, Xu Chen, Qiang Fu, Shi Han, Dongmei Zhang
2023 J jnl
Robust Mid-Pass Filtering Graph Convolutional Networks.
CoRR
Jincheng Huang, Lun Du, Xu Chen, Qiang Fu, Shi Han, Dongmei Zhang
2022 J jnl
Learning heterophilious edge to drop: A general framework for boosting graph neural networks.
CoRR
Jincheng Huang, Ping Li, Rui Huang, Chen Na
2022 B conf
Semantic consistency for graph representation learning.
IJCNN
Jincheng Huang, Ping Li, Kai Zhang