ResNorm: Tackling Long-tailed Degree Distribution Issue in Graph Neural
Networks via Normalization

ResNorm: Tackling Long-tailed Degree Distribution Issue in Graph Neural Networks via Normalization

16 June 2022

Langzhang Liang

Irwin King

Papers citing "ResNorm: Tackling Long-tailed Degree Distribution Issue in Graph Neural Networks via Normalization"

13 / 13 papers shown

Title
Performance Heterogeneity in Graph Neural Networks: Lessons for Architecture Design and Preprocessing Lukas Fesser Melanie Weber 36 0 0 01 Mar 2025
Norm Augmented Graph AutoEncoders for Link Prediction Yunhui Liu Huaisong Zhang Xinyi Gao Liuye Guo Zhen Tao Tieke He 43 0 0 09 Feb 2025
All-around Neural Collapse for Imbalanced Classification Enhao Zhang Chaohua Li Chuanxing Geng Songcan Chen AI4CE 31 1 0 14 Aug 2024
Advancing Graph Generation through Beta Diffusion Yilin He Xinyang Liu Bo Chen Mingyuan Zhou DiffM 24 0 0 13 Jun 2024
Sign is Not a Remedy: Multiset-to-Multiset Message Passing for Learning on Heterophilic Graphs Langzhang Liang Sunwoo Kim Kijung Shin Zenglin Xu Shirui Pan Yuan Qi 37 3 0 31 May 2024
How Do Recommendation Models Amplify Popularity Bias? An Analysis from the Spectral Perspective Siyi Lin Chongming Gao Jiawei Chen Sheng Zhou Binbin Hu Yan Feng Chun-Yen Chen Can Wang 24 6 0 18 Apr 2024
Theoretical and Empirical Insights into the Origins of Degree Bias in Graph Neural Networks Arjun Subramonian Jian Kang Yizhou Sun AI4CE 32 4 0 04 Apr 2024
NP $^2$ L: Negative Pseudo Partial Labels Extraction for Graph Neural Networks Xinjie Shen Danyang Wu Jitao Lu Junjie Liang Jin Xu Feiping Nie 28 0 0 02 Oct 2023
Few-Shot Graph Learning for Molecular Property Prediction Zhichun Guo Chuxu Zhang W. Yu John E. Herr Olaf Wiest Meng-Long Jiang Nitesh V. Chawla AI4CE 106 168 0 16 Feb 2021
GraphDF: A Discrete Flow Model for Molecular Graph Generation Youzhi Luo Keqiang Yan Shuiwang Ji DRL 176 187 0 01 Feb 2021
Geom-GCN: Geometric Graph Convolutional Networks Hongbin Pei Bingzhen Wei Kevin Chen-Chuan Chang Yu Lei Bo Yang GNN 169 1,078 0 13 Feb 2020
Representation Learning on Graphs with Jumping Knowledge Networks Keyulu Xu Chengtao Li Yonglong Tian Tomohiro Sonobe Ken-ichi Kawarabayashi Stefanie Jegelka GNN 261 1,944 0 09 Jun 2018
Range Loss for Deep Face Recognition with Long-tail Xiao Zhang Zhiyuan Fang Yandong Wen Zhifeng Li Yu Qiao CVBM 232 446 0 28 Nov 2016