Title
From GNNs to Trees: Multi-Granular Interpretability for Graph Neural Networks Jie Yang Yuwen Wang Kaixuan Chen Tongya Zheng Yihe Zhou Zhenbang Xiao Ji Cao Mingli Song S. Liu AI4CE 39 0 0 01 May 2025
FedHERO: A Federated Learning Approach for Node Classification Task on Heterophilic Graphs Zihan Chen Xingbo Fu Yushun Dong Jundong Li Cong Shen FedML 64 0 0 29 Apr 2025
Weighted Graph Structure Learning with Attention Denoising for Node Classification Tingting Wang Jiaxin Su Haobing Liu Ruobing Jiang 63 0 0 15 Mar 2025
A Survey of Graph Transformers: Architectures, Theories and Applications Chaohao Yuan Kangfei Zhao Ercan Engin Kuruoglu Liang Wang Tingyang Xu Wenbing Huang Deli Zhao Hong Cheng Yu Rong 46 4 0 23 Feb 2025
MolSpectra: Pre-training 3D Molecular Representation with Multi-modal Energy Spectra Liang Wang Shaozhen Liu Yu Rong Deli Zhao Qiang Liu Shu Wu Liang Wang MedIm 55 1 0 22 Feb 2025
Uncertainty-Aware Graph Structure Learning Shen Han Zhiyao Zhou Jiawei Chen Zhezheng Hao Sheng Zhou Gang Wang Yan Feng C. L. P. Chen C. Wang 38 1 0 20 Feb 2025
G-Refer: Graph Retrieval-Augmented Large Language Model for Explainable Recommendation Yuhan Li Xinni Zhang Linhao Luo Heng Chang Yuxiang Ren Irwin King J. Li 47 3 0 18 Feb 2025
Multi-Domain Graph Foundation Models: Robust Knowledge Transfer via Topology Alignment Shuo Wang Bokui Wang Zhixiang Shen Boyan Deng Zhao Kang 90 1 0 04 Feb 2025
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models Qinggang Zhang Shengyuan Chen Yuanchen Bei Zheng Yuan Huachi Zhou Zijin Hong Junnan Dong Hao-Heng Chen Yi-Ju Chang Xiao Huang 3DV 63 7 0 21 Jan 2025
Revisiting Graph Neural Networks on Graph-level Tasks: Comprehensive Experiments, Analysis, and Improvements Haoyang Li Y. Xu C. Zhang Alexander Zhou Lei Chen Qing Li AI4CE 57 0 0 03 Jan 2025
S $^2$ DN: Learning to Denoise Unconvincing Knowledge for Inductive Knowledge Graph Completion Tengfei Ma Yujie Chen Liang Wang Xuan Lin Bosheng Song Xiangxiang Zeng 62 0 0 20 Dec 2024
Bi-Level Graph Structure Learning for Next POI Recommendation Liang Wang Shu Wu Qiang Liu Y. X. Zhu Xiang Tao M. Zhang Liang Wang 25 5 0 02 Nov 2024
Pin-Tuning: Parameter-Efficient In-Context Tuning for Few-Shot Molecular Property Prediction Liang Wang Qiang Liu Shaozhen Liu Xin Sun Shu Wu Liang Wang 31 0 0 02 Nov 2024
Graph Sparsification for Enhanced Conformal Prediction in Graph Neural Networks Yuntian He Pranav Maneriker Anutam Srinivasan Aditya T. Vadlamani Srinivasan Parthasarathy 28 0 0 28 Oct 2024
GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph Pruning Guibin Zhang Haonan Dong Yuchen Zhang Zhixun Li Dingshuo Chen Kai Wang Tianlong Chen Yuxuan Liang Dawei Cheng Kun Wang 24 2 0 17 Oct 2024
Neuro-Symbolic Entity Alignment via Variational Inference Shengyuan Chen Qinggang Zhang Junnan Dong Wen Hua Jiannong Cao Xiao Huang 16 4 0 05 Oct 2024
Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems Guibin Zhang Yanwei Yue Zhixun Li Sukwon Yun Guancheng Wan Kun Wang Dawei Cheng Jeffrey Xu Yu Tianlong Chen 32 3 0 03 Oct 2024
Beyond Redundancy: Information-aware Unsupervised Multiplex Graph Structure Learning Zhixiang Shen Shuo Wang Zhao Kang 18 2 0 25 Sep 2024
Rethinking Fair Graph Neural Networks from Re-balancing Zhixun Li Yushun Dong Qiang Liu Jeffrey Xu Yu 16 7 0 16 Jul 2024
GLBench: A Comprehensive Benchmark for Graph with Large Language Models Yuhan Li Peisong Wang Xiao Zhu Aochuan Chen Haiyun Jiang Deng Cai Victor Wai Kin Chan Jia Li 43 11 0 10 Jul 2024
A Comprehensive Graph Pooling Benchmark: Effectiveness, Robustness and Generalizability Pengyun Wang Junyu Luo Yanxin Shen Siyu Heng Xiao Luo 39 1 0 13 Jun 2024
Motif-driven Subgraph Structure Learning for Graph Classification Zhiyao Zhou Sheng Zhou Bochao Mao Jiawei Chen Qingyun Sun Yan Feng Chun-Yen Chen Can Wang 33 1 0 13 Jun 2024
ProG: A Graph Prompt Learning Benchmark Chenyi Zi Haihong Zhao Xiangguo Sun Yiqing Lin Hong Cheng Jia Li 32 9 0 08 Jun 2024
Entity Alignment with Noisy Annotations from Large Language Models Shengyuan Chen Qinggang Zhang Junnan Dong Wen Hua Qing Li Xiao Huang 31 9 0 27 May 2024
Graph Sparsification via Mixture of Graphs Guibin Zhang Xiangguo Sun Yanwei Yue Kun Wang Tianlong Chen Shirui Pan 21 8 0 23 May 2024
GraphER: A Structure-aware Text-to-Graph Model for Entity and Relation Extraction Urchade Zaratiana Nadi Tomeh Niama El Khbir Pierre Holat Thierry Charnois 28 1 0 18 Apr 2024
The Devil is in the Conflict: Disentangled Information Graph Neural Networks for Fraud Detection Zhixun Li Dingshuo Chen Qiang Liu Shu Wu AAML 21 15 0 22 Oct 2022
Mining Latent Structures for Multimedia Recommendation Jinghao Zhang Yanqiao Zhu Qiang Liu Shu Wu Shuhui Wang Liang Wang BDL 52 181 0 19 Apr 2021
Geom-GCN: Geometric Graph Convolutional Networks Hongbin Pei Bingzhen Wei Kevin Chen-Chuan Chang Yu Lei Bo Yang GNN 167 1,058 0 13 Feb 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 182 731 0 03 Sep 2019