Graph Convolutional Network

April 26, 2022

Unified GCNs: Towards Connecting GCNs with CNNs
Ziyan Zhang, Bo Jiang, Bin Luo
Convolutional Neural Network Graph Convolutional Network Separable Convolution

April 23, 2022

Cerebral Palsy Prediction with Frequency Attention Informed Graph Convolutional Networks
Haozheng Zhang, Hubert P. H. Shum, Edmond S. L. Ho
Deep Convolutional Neural Network Graph Convolutional Network Attention Module Deep Learning Based Cerebral Palsy Frequency Attention

April 21, 2022

ICDBigBird: A Contextual Embedding Model for ICD Code Classification
George Michalopoulos, Michal Malyska, Nicola Sahar, Alexander Wong, Helen Chen
Full Model Context Information Graph Convolutional Network Clinical Datasets ICD Code International Classification of Disease
Domain Invariant Model with Graph Convolutional Network for Mammogram Classification
Churan Wang, Jing Li, Xinwei Sun, Fandong Zhang, Yizhou Yu, Yizhou Wang
Graph Convolutional Network Invariant Feature Mammogram Classification

April 10, 2022

ME-GCN: Multi-dimensional Edge-Embedded Graph Convolutional Networks for Semi-supervised Text Classification
Kunze Wang, Soyeon Caren Han, Siqu Long, Josiah Poon
Graph Convolutional Network Document Representation C2p GCN Graph Based Neural Text Graph Semi Supervised Text Classification

April 8, 2022

IA-GCN: Interactive Graph Convolutional Network for Recommendation
Yinan Zhang, Pei Wang, Congcong Liu, Xiwei Zhao, Hao Qi, Jie He, Junsheng Jin, Changping Peng, Zhangang Lin, Jingping Shao
Effective Recommendation Graph Convolutional Network Collaborative Filtering User Item

April 6, 2022

Accelerating Backward Aggregation in GCN Training with Execution Path Preparing on GPUs
Shaoxian Xu, Zhiyuan Shao, Ci Yang, Xiaofei Liao, Hai Jin
Graph Convolutional Network Single GPU Graph Convolutional Chain of Instruction Efficient Aggregation Active Directed Graph

March 31, 2022

Hypergraph Convolutional Networks via Equivalency between Hypergraphs and Undirected Graphs
Jiying Zhang, Fuyang Li, Xi Xiao, Tingyang Xu, Yu Rong, Junzhou Huang, Yatao Bian
Graph Convolutional Network Nested Hypergraphs Hypergraph Neural Network Hypergraph Learning Undirected Graph Hypergraph Convolutional Network

March 30, 2022

Understanding Graph Convolutional Networks for Text Classification
Soyeon Caren Han, Zihan Yuan, Kunze Wang, Siqu Long, Josiah Poon
Text Classification Graph Convolutional Network Graph Embeddings

March 25, 2022

March 12, 2022

Tactile-ViewGCN: Learning Shape Descriptor from Tactile Data using Graph Convolutional Network
Sachidanand V S, Mansi Sharma
Graph Convolutional Network Tactile Data Tactile Image Tactile Prediction Tactile Input Shape Descriptor

March 6, 2022

Story Point Effort Estimation by Text Level Graph Neural Network
Hung Phan, Ali Jannesari
Graph Neural Network Natural Language Processing Graph Convolutional Network GNN Based Story Point Neural Text Classification

February 28, 2022

RawlsGCN: Towards Rawlsian Difference Principle on Graph Convolutional Network
Jian Kang, Yan Zhu, Yinglong Xia, Jiebo Luo, Hanghang Tong
Graph Neural Network Graph Convolutional Network

February 26, 2022

Graph Attention Retrospective
Kimon Fountoulakis, Amit Levi, Shenghao Yang, Aseem Baranwal, Aukosh Jagannath
Graph Convolutional Network Graph Attention Network Graph Convolution Graph Attention Graph Attention Mechanism

January 25, 2022

Multi-channel Attentive Graph Convolutional Network With Sentiment Fusion For Multimodal Sentiment Analysis
Luwei Xiao, Xingjiao Wu, Wen Wu, Jing Yang, Liang He
Graph Convolutional Network Multi Modal Learning Multimodal Sentiment Analysis Cross Modal Representation Multimodal Evaluation

January 17, 2022

Neighboring Backdoor Attacks on Graph Convolutional Network
Liang Chen, Qibiao Peng, Jintang Li, Yang Liu, Jiawei Chen, Yong Li, Zibin Zheng
Backdoor Attack Graph Convolutional Network Graph Backdoor Attack Graph Poisoning Attack

January 7, 2022

Budget-aware Few-shot Learning via Graph Convolutional Network
Shipeng Yan, Songyang Zhang, Xuming He
Shot Learning Graph Convolutional Network Shot Classification Efficient Few Shot Learning

December 27, 2021

Papers

Unified GCNs: Towards Connecting GCNs with CNNs

Cerebral Palsy Prediction with Frequency Attention Informed Graph Convolutional Networks

ICDBigBird: A Contextual Embedding Model for ICD Code Classification

Domain Invariant Model with Graph Convolutional Network for Mammogram Classification

ME-GCN: Multi-dimensional Edge-Embedded Graph Convolutional Networks for Semi-supervised Text Classification

IA-GCN: Interactive Graph Convolutional Network for Recommendation

Accelerating Backward Aggregation in GCN Training with Execution Path Preparing on GPUs

Hypergraph Convolutional Networks via Equivalency between Hypergraphs and Undirected Graphs

Understanding Graph Convolutional Networks for Text Classification

Lightweight Graph Convolutional Networks with Topologically Consistent Magnitude Pruning

Improving Question Answering over Knowledge Graphs Using Graph Summarization

Tactile-ViewGCN: Learning Shape Descriptor from Tactile Data using Graph Convolutional Network

Story Point Effort Estimation by Text Level Graph Neural Network

RawlsGCN: Towards Rawlsian Difference Principle on Graph Convolutional Network

Graph Attention Retrospective

Multi-channel Attentive Graph Convolutional Network With Sentiment Fusion For Multimodal Sentiment Analysis

Neighboring Backdoor Attacks on Graph Convolutional Network

Budget-aware Few-shot Learning via Graph Convolutional Network

Powerful Graph Convolutioal Networks with Adaptive Propagation Mechanism for Homophily and Heterophily

Block Modeling-Guided Graph Convolutional Neural Networks