Title
Are Your Models Still Fair? Fairness Attacks on Graph Neural Networks via Node Injections Zihan Luo Hong Huang Yongkang Zhou Jiping Zhang Nuo Chen 40 1 0 05 Jun 2024
GPS: Graph Contrastive Learning via Multi-scale Augmented Views from Adversarial Pooling Wei Ju Yiyang Gu Zhengyan Mao Ziyue Qiao Yifang Qin Xiao Luo Hui Xiong Ming Zhang SSL 39 8 0 29 Jan 2024
A Topological Perspective on Demystifying GNN-Based Link Prediction Performance Yu-Chiang Frank Wang Tong Zhao Yuying Zhao Yunchao Liu Xueqi Cheng Neil Shah Tyler Derr 32 9 0 06 Oct 2023
SynerGPT: In-Context Learning for Personalized Drug Synergy Prediction and Drug Design Carl Edwards Aakanksha Naik Tushar Khot Martin D. Burke Heng Ji Tom Hope 33 14 0 19 Jun 2023
Shift-Robust Molecular Relational Learning with Causal Substructure Namkyeong Lee Kanghoon Yoon Gyoung S. Na Sein Kim Chanyoung Park 26 15 0 29 May 2023
Drug Synergistic Combinations Predictions via Large-Scale Pre-Training and Graph Structure Learning Zhihang Hu Qinze Yu Yucheng Guo Taifeng Wang Irwin King Xin Gao Le Song Yu Li GNN 26 9 0 14 Jan 2023
Distributed representations of graphs for drug pair scoring P. Scherer Pietro Lio M. Jamnik 39 2 0 19 Sep 2022
Collaboration-Aware Graph Convolutional Network for Recommender Systems Yu-Chiang Frank Wang Yuying Zhao Yi Zhang Tyler Derr GNN 32 61 0 03 Jul 2022
Improving Fairness in Graph Neural Networks via Mitigating Sensitive Attribute Leakage Yu-Chiang Frank Wang Yuying Zhao Yushun Dong Huiyuan Chen Jundong Li Tyler Derr 25 80 0 07 Jun 2022
TigerLily: Finding drug interactions in silico with the Graph Benedek Rozemberczki GNN 26 0 0 18 Apr 2022
Imbalanced Graph Classification via Graph-of-Graph Neural Networks Yu-Chiang Frank Wang Yuying Zhao Neil Shah Tyler Derr 27 47 0 01 Dec 2021
PyKEEN 1.0: A Python Library for Training and Evaluating Knowledge Graph Embeddings Mehdi Ali M. Berrendorf Charles Tapley Hoyt Laurent Vermue Sahand Sharifzadeh Volker Tresp Jens Lehmann 39 142 0 28 Jul 2020
Deep Graph Library: A Graph-Centric, Highly-Performant Package for Graph Neural Networks Minjie Wang Da Zheng Zihao Ye Quan Gan Mufei Li ... J. Zhao Haotong Zhang Alex Smola Jinyang Li Zheng-Wei Zhang AI4CE GNN 206 747 0 03 Sep 2019