Towards Deeper Graph Neural Networks with Differentiable Group Normalization

12 June 2020

Daochen Zha

Papers citing "Towards Deeper Graph Neural Networks with Differentiable Group Normalization"

25 / 25 papers shown

Title
Understanding Oversmoothing in GNNs as Consensus in Opinion Dynamics Keqin Wang Yulong Yang Ishan Saha Christine Allen-Blanchette 51 1 0 31 Jan 2025
Efficient Traffic Prediction Through Spatio-Temporal Distillation Qianru Zhang Xinyi Gao Haixin Wang S. Yiu Hongzhi Yin AI4TS 35 2 0 15 Jan 2025
Detection of False Data Injection Attacks (FDIA) on Power Dynamical Systems With a State Prediction Method Abhijeet Sahu Truc Nguyen Kejun Chen Xiangyu Zhang Malik Hassanaly 27 1 0 06 Sep 2024
Curvy: A Parametric Cross-section based Surface Reconstruction Aradhya Neeraj Mathur Apoorv Khattar Ojaswa Sharma 18 0 0 01 Sep 2024
Exploring the Efficacy of Group-Normalization in Deep Learning Models for Alzheimer's Disease Classification Gousia Habib Ishfaq Ahmed Malik Jameel Ahmad Imtiaz Ahmed Shaima Qureshi 29 0 0 01 Apr 2024
Learning How to Propagate Messages in Graph Neural Networks Teng Xiao Zhengyu Chen Donglin Wang Suhang Wang GNN 17 76 0 01 Oct 2023
Unsupervised Learning via Network-Aware Embeddings Anne Sophie Riis Damstrup Sofie Tosti Madsen Michele Coscia SSL 30 0 0 19 Sep 2023
Gradient Imitation Reinforcement Learning for General Low-Resource Information Extraction Xuming Hu Shiao Meng Chenwei Zhang Xiangli Yang Lijie Wen Irwin King Philip S. Yu 36 0 0 11 Nov 2022
QuanGCN: Noise-Adaptive Training for Robust Quantum Graph Convolutional Networks Kaixiong Zhou Zhenyu (Allen) Zhang Sheng-Wei Chen Tianlong Chen Xiao Huang Zhangyang Wang Xia Hu GNN 20 2 0 09 Nov 2022
Old can be Gold: Better Gradient Flow can Make Vanilla-GCNs Great Again Ajay Jaiswal Peihao Wang Tianlong Chen Justin F. Rousseau Ying Ding Zhangyang Wang 22 10 0 14 Oct 2022
A Comprehensive Study on Large-Scale Graph Training: Benchmarking and Rethinking Keyu Duan Zirui Liu Peihao Wang Wenqing Zheng Kaixiong Zhou Tianlong Chen Xia Hu Zhangyang Wang GNN 28 57 0 14 Oct 2022
From Local to Global: Spectral-Inspired Graph Neural Networks Ningyuan Huang Soledad Villar Carey E. Priebe Da Zheng Cheng-Fu Huang Lin F. Yang Vladimir Braverman 18 14 0 24 Sep 2022
Jointformer: Single-Frame Lifting Transformer with Error Prediction and Refinement for 3D Human Pose Estimation Sebastian Lutz R. Blythman Koustav Ghosal Matthew Moynihan C. Simms A. Smolic ViT 21 15 0 07 Aug 2022
Feature Overcorrelation in Deep Graph Neural Networks: A New Perspective Wei Jin Xiaorui Liu Yao Ma Charu C. Aggarwal Jiliang Tang 24 41 0 15 Jun 2022
Preventing Over-Smoothing for Hypergraph Neural Networks Guan-Wun Chen Jiying Zhang Xi Xiao Yang Li 21 22 0 31 Mar 2022
Addressing Over-Smoothing in Graph Neural Networks via Deep Supervision P. Elinas Edwin V. Bonilla AI4CE 21 5 0 25 Feb 2022
Towards Similarity-Aware Time-Series Classification Daochen Zha Kwei-Herng Lai Kaixiong Zhou Xia Hu AI4TS 21 24 0 05 Jan 2022
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 24 61 0 08 Nov 2021
Orthogonal Graph Neural Networks Kai Guo Kaixiong Zhou Xia Hu Yu Li Yi Chang Xin Wang 41 34 0 23 Sep 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 19 61 0 24 Aug 2021
Evaluating Deep Graph Neural Networks Wentao Zhang Zeang Sheng Yuezihan Jiang Yikuan Xia Jun Gao Zhi-Xin Yang Bin Cui GNN AI4CE 16 31 0 02 Aug 2021
Training Graph Neural Networks with 1000 Layers Guohao Li Matthias Muller Bernard Ghanem V. Koltun GNN AI4CE 34 235 0 14 Jun 2021
3D Human Pose Estimation with Spatial and Temporal Transformers Ce Zheng Sijie Zhu Matías Mendieta Taojiannan Yang C. L. P. Chen Zhengming Ding ViT 37 436 0 18 Mar 2021
DeepGCNs: Making GCNs Go as Deep as CNNs G. Li Matthias Muller Guocheng Qian Itzel C. Delgadillo Abdulellah Abualshour Ali K. Thabet Bernard Ghanem 3DPC GNN 24 167 0 15 Oct 2019
Auto-GNN: Neural Architecture Search of Graph Neural Networks Kaixiong Zhou Qingquan Song Xiao Huang Xia Hu GNN 56 178 0 07 Sep 2019