DeepGCNs: Can GCNs Go as Deep as CNNs?

7 April 2019

Papers citing "DeepGCNs: Can GCNs Go as Deep as CNNs?"

50 / 238 papers shown

Title
Neural Structured Prediction for Inductive Node Classification Meng Qu Huiyu Cai Jian Tang BDL GNN 13 18 0 15 Apr 2022
Semantic Segmentation for Point Cloud Scenes via Dilated Graph Feature Aggregation and Pyramid Decoders Yongqiang Mao Xian Sun Kaiqiang Chen Wenhui Diao Zonghao Guo Xiaonan Lu Kun Fu 3DPC 27 7 0 11 Apr 2022
LEReg: Empower Graph Neural Networks with Local Energy Regularization Xiaojun Ma Hanyue Chen Guojie Song 24 3 0 20 Mar 2022
Exploiting Neighbor Effect: Conv-Agnostic GNNs Framework for Graphs with Heterophily Jie Chen Shouzhen Chen Junbin Gao Zengfeng Huang Junping Zhang Jian Pu 47 24 0 19 Mar 2022
Deep reinforcement learning guided graph neural networks for brain network analysis Xusheng Zhao Jia Wu Hao Peng Amin Beheshti Jessica J. M. Monaghan ... Mark Dras Qiong Dai Yangyang Li Philip S. Yu Lifang He GNN 30 44 0 18 Mar 2022
Contrastive Boundary Learning for Point Cloud Segmentation Liyao Tang Yibing Zhan Zhe Chen Baosheng Yu Dacheng Tao 3DPC 30 102 0 10 Mar 2022
SkinningNet: Two-Stream Graph Convolutional Neural Network for Skinning Prediction of Synthetic Characters Albert Mosella-Montoro Javier Ruiz-Hidalgo 3DH 45 12 0 09 Mar 2022
3D Dense Face Alignment with Fused Features by Aggregating CNNs and GCNs Y. Meng Xu Chen Dongxu Gao Yitian Zhao Xiaoyun Yang Yihong Qiao Xiaowei Huang Yalin Zheng 3DH 3DPC CVBM 25 3 0 09 Mar 2022
3DCTN: 3D Convolution-Transformer Network for Point Cloud Classification Dening Lu Qian Xie Linlin Xu Jonathan Li 3DV 19 68 0 02 Mar 2022
Sparse Graph Learning with Spectrum Prior for Deep Graph Convolutional Networks Jin Zeng Yang Liu Gene Cheung Wei Hu 23 4 0 28 Feb 2022
Graph Convolutional Networks for Multi-modality Medical Imaging: Methods, Architectures, and Clinical Applications Kexin Ding Mu Zhou Zichen Wang Qiao Liu C. Arnold Shaoting Zhang Dimitris N. Metaxas GNN MedIm AI4CE 33 12 0 17 Feb 2022
Revisiting Over-smoothing in BERT from the Perspective of Graph Han Shi Jiahui Gao Hang Xu Xiaodan Liang Zhenguo Li Lingpeng Kong Stephen M. S. Lee James T. Kwok 22 71 0 17 Feb 2022
Rethinking Network Design and Local Geometry in Point Cloud: A Simple Residual MLP Framework Xu Ma Can Qin Haoxuan You Haoxi Ran Y. Fu 3DPC 19 583 0 15 Feb 2022
Deep Graph Learning for Spatially-Varying Indoor Lighting Prediction Jia-Xuan Bai Jie Guo Chenchen Wang Zhenyu Chen Zhen He Shan Yang Piaopiao Yu Yan Zhang Yanwen Guo 3DV 38 10 0 13 Feb 2022
Structure-Aware Transformer for Graph Representation Learning Dexiong Chen Leslie O’Bray Karsten M. Borgwardt 36 237 0 07 Feb 2022
Density-Aware Hyper-Graph Neural Networks for Graph-based Semi-supervised Node Classification Jianpeng Liao Qian Tao Jun Yan GNN 33 3 0 27 Jan 2022
Decoupling the Depth and Scope of Graph Neural Networks Hanqing Zeng Muhan Zhang Yinglong Xia Ajitesh Srivastava Andrey Malevich Rajgopal Kannan Viktor Prasanna Long Jin Ren Chen GNN 33 144 0 19 Jan 2022
Speech-to-SQL: Towards Speech-driven SQL Query Generation From Natural Language Question Yuanfeng Song Raymond Chi-Wing Wong Xuefang Zhao Di Jiang 39 13 0 04 Jan 2022
A Lightweight and Accurate Spatial-Temporal Transformer for Traffic Forecasting Guanyao Li Shuhan Zhong Shueng-Han Gary Chan Ruiyuan Li Chih-Chieh Hung Wen-Chih Peng AI4TS 35 26 0 30 Dec 2021
One Sketch for All: One-Shot Personalized Sketch Segmentation Anran Qi Yulia Gryaditskaya Tao Xiang Yi-Zhe Song 32 17 0 20 Dec 2021
Improving Subgraph Recognition with Variational Graph Information Bottleneck Junchi Yu Jie Cao Ran He 22 53 0 18 Dec 2021
AutoGEL: An Automated Graph Neural Network with Explicit Link Information Zhiling Wang Shimin Di Lei Chen GNN AI4CE 20 39 0 02 Dec 2021
Structure-Aware Label Smoothing for Graph Neural Networks Yiwei Wang Yujun Cai Keli Zhang Wei Wang Henghui Ding Muhao Chen Jing Tang Bryan Hooi 34 3 0 01 Dec 2021
MAD: A Scalable Dataset for Language Grounding in Videos from Movie Audio Descriptions Mattia Soldan Alejandro Pardo Juan Carlos León Alcázar Fabian Caba Heilbron Chen Zhao Silvio Giancola Guohao Li VGen 59 95 0 01 Dec 2021
AugLiChem: Data Augmentation Library of Chemical Structures for Machine Learning Rishikesh Magar Yuyang Wang Cooper Lorsung Chen Liang Hariharan Ramasubramanian Peiyuan Li A. Farimani 28 27 0 30 Nov 2021
diffConv: Analyzing Irregular Point Clouds with an Irregular View Manxi Lin Aasa Feragen GNN 3DPC 33 11 0 29 Nov 2021
PU-Transformer: Point Cloud Upsampling Transformer Shi Qiu Saeed Anwar Nick Barnes 3DPC ViT 35 51 0 24 Nov 2021
SStaGCN: Simplified stacking based graph convolutional networks Jia Cai Zhilong Xiong Shaogao Lv GNN 38 1 0 16 Nov 2021
Cold Brew: Distilling Graph Node Representations with Incomplete or Missing Neighborhoods Wenqing Zheng Edward W. Huang Nikhil S. Rao S. Katariya Zhangyang Wang Karthik Subbian 32 62 0 08 Nov 2021
Recognizing Vector Graphics without Rasterization Xinyang Jiang Lu Liu Caihua Shan Yifei Shen Xuanyi Dong Dongsheng Li GNN 27 17 0 05 Nov 2021
On Provable Benefits of Depth in Training Graph Convolutional Networks Weilin Cong M. Ramezani M. Mahdavi 27 73 0 28 Oct 2021
ASSANet: An Anisotropic Separable Set Abstraction for Efficient Point Cloud Representation Learning Guocheng Qian Hasan Hammoud Guohao Li Ali K. Thabet Guohao Li 3DPC 31 72 0 20 Oct 2021
Graph-less Neural Networks: Teaching Old MLPs New Tricks via Distillation Shichang Zhang Yozen Liu Yizhou Sun Neil Shah 33 174 0 17 Oct 2021
Graph Condensation for Graph Neural Networks Wei Jin Lingxiao Zhao Shichang Zhang Yozen Liu Jiliang Tang Neil Shah DD AI4CE 27 148 0 14 Oct 2021
Permute Me Softly: Learning Soft Permutations for Graph Representations Giannis Nikolentzos George Dasoulas Michalis Vazirgiannis GNN 36 9 0 05 Oct 2021
Meta-Aggregator: Learning to Aggregate for 1-bit Graph Neural Networks Yongcheng Jing Yiding Yang Xinchao Wang Xiuming Zhang Dacheng Tao 28 38 0 27 Sep 2021
Scalable deeper graph neural networks for high-performance materials property prediction Sadman Sadeed Omee Steph-Yves M. Louis Nihang Fu Lai Wei Sourin Dey Rongzhi Dong Qinyang Li Jianjun Hu 70 73 0 25 Sep 2021
Orthogonal Graph Neural Networks Kai Guo Kaixiong Zhou Xia Hu Yu Li Yi Chang Xin Wang 43 34 0 23 Sep 2021
Skeleton-Graph: Long-Term 3D Motion Prediction From 2D Observations Using Deep Spatio-Temporal Graph CNNs Abduallah A. Mohamed Huancheng Chen Zhangyang Wang Christian G. Claudel 3DH 33 3 0 21 Sep 2021
Search For Deep Graph Neural Networks Guosheng Feng Chunnan Wang Hongzhi Wang GNN 32 23 0 21 Sep 2021
An End-to-End Transformer Model for 3D Object Detection Ishan Misra Rohit Girdhar Armand Joulin 3DPC ViT 39 472 0 16 Sep 2021
Heterogeneous Relational Complement for Vehicle Re-identification Jia-jun Zhao Yifan Zhao Jia Li Ke Yan Yonghong Tian 40 48 0 16 Sep 2021
Border-SegGCN: Improving Semantic Segmentation by Refining the Border Outline using Graph Convolutional Network Naina Dhingra G. Chogovadze A. Kunz 30 6 0 11 Sep 2021
Neural News Recommendation with Collaborative News Encoding and Structural User Encoding Zhiming Mao Xingshan Zeng Kam-Fai Wong GNN AI4TS 11 21 0 02 Sep 2021
Differentiable Convolution Search for Point Cloud Processing Xing Nie Yongcheng Liu Shaohong Chen Jianlong Chang Chunlei Huo Gaofeng Meng Qi Tian Weiming Hu Chunhong Pan 3DPC 39 6 0 29 Aug 2021
Group-Aware Graph Neural Network for Nationwide City Air Quality Forecasting Ling-Hao Chen Jiahui Xu Binqing Wu Yuntao Qian Zhenhong Du Yansheng Li Jianlong Huang AI4TS 13 38 0 27 Aug 2021
Bag of Tricks for Training Deeper Graph Neural Networks: A Comprehensive Benchmark Study Tianlong Chen Kaixiong Zhou Keyu Duan Wenqing Zheng Peihao Wang Xia Hu Zhangyang Wang AAML GNN 27 61 0 24 Aug 2021
Dual-Neighborhood Deep Fusion Network for Point Cloud Analysis Guoquan Xu Hezhi Cao Yifan Zhang Jianwei Wan Ke Xu Yanxin Ma 3DPC 34 1 0 20 Aug 2021
Graph-to-3D: End-to-End Generation and Manipulation of 3D Scenes Using Scene Graphs Helisa Dhamo Fabian Manhardt Nassir Navab F. Tombari 3DV 14 67 0 19 Aug 2021
Learning Skeletal Graph Neural Networks for Hard 3D Pose Estimation Ailing Zeng Xiao Sun Lei Yang Nanxuan Zhao Minhao Liu Qiang Xu 3DH 17 108 0 16 Aug 2021