Inductive Representation Learning on Large Graphs

7 June 2017

Papers citing "Inductive Representation Learning on Large Graphs"

50 / 4,695 papers shown

Title
Graph Neural Networks for Financial Fraud Detection: A Review Dawei Cheng Yao Zou Sheng Xiang Changjun Jiang AI4TS 56 11 0 01 Nov 2024
MBExplainer: Multilevel bandit-based explanations for downstream models with augmented graph embeddings Ashkan Golgoon Ryan Franks Khashayar Filom Arjun Ravi Kannan 64 0 0 01 Nov 2024
Exploring Consistency in Graph Representations:from Graph Kernels to Graph Neural Networks Xuyuan Liu Yinghao Cai Qihui Yang Yujun Yan 43 0 0 31 Oct 2024
Towards Dynamic Message Passing on Graphs Junshu Sun Chenxue Yang Xiangyang Ji Qingming Huang Shuhui Wang 55 1 0 31 Oct 2024
Reflecting Topology Consistency and Abnormality via Learnable Attentions for Airway Labeling Chenyu Li Minghui Zhang Chuyan Zhang Yun Gu 38 0 0 31 Oct 2024
NASM: Neural Anisotropic Surface Meshing Hongbo Li Haikuan Zhu Sikai Zhong Ningna Wang Cheng Lin X. Guo Shiqing Xin Wenping Wang Jing Hua Z. Zhong 45 0 0 30 Oct 2024
Beyond Ontology in Dialogue State Tracking for Goal-Oriented Chatbot Sejin Lee Dongha Kim Min Song 62 0 0 30 Oct 2024
MassiveGNN: Efficient Training via Prefetching for Massively Connected Distributed Graphs Aishwarya Sarkar Sayan Ghosh Nathan Tallent Ali Jannesari GNN 52 2 0 30 Oct 2024
Vision Paper: Designing Graph Neural Networks in Compliance with the European Artificial Intelligence Act Barbara Hoffmann Jana Vatter R. Mayer 46 0 0 29 Oct 2024
Reliable and Compact Graph Fine-tuning via GraphSparse Prompting Bo Jiang Hao Wu Beibei Wang Jin Tang Bin Luo 40 0 0 29 Oct 2024
Faster Local Solvers for Graph Diffusion Equations Jiahe Bai Baojian Zhou Deqing Yang Yanghua Xiao DiffM 47 1 0 29 Oct 2024
A Hierarchical Language Model For Interpretable Graph Reasoning Sambhav Khurana Xiner Li Shurui Gui Shuiwang Ji LRM 49 0 0 29 Oct 2024
HRGR: Enhancing Image Manipulation Detection via Hierarchical Region-aware Graph Reasoning Xudong Wang Yuezun Li Huiyu Zhou Jiaran Zhou Junyu Dong 63 1 0 29 Oct 2024
Disentangled and Self-Explainable Node Representation Learning Simone Piaggesi Andre' Panisson Megha Khosla 43 0 0 28 Oct 2024
A Review of Graph-Powered Data Quality Applications for IoT Monitoring Sensor Networks Pau Ferrer-Cid Jose M. Barcelo-Ordinas J. García-Vidal 47 2 0 28 Oct 2024
Detecting Malicious Accounts in Web3 through Transaction Graph Wenkai Li Zhijie Liu Xiaoqi Li Sen Nie GNN 41 19 0 28 Oct 2024
Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation Mufei Li Siqi Miao Pan Li RALM 52 11 0 28 Oct 2024
DHPrep: Deep Hawkes Process based Dynamic Network Representation Ruixuan Han Hongxiang Li Bin Xie 25 0 0 27 Oct 2024
Graph Neural Networks on Discriminative Graphs of Words Yassine Abbahaddou J. Lutzeyer Michalis Vazirgiannis 31 0 0 27 Oct 2024
Rethinking Reconstruction-based Graph-Level Anomaly Detection: Limitations and a Simple Remedy Sunwoo Kim Soo Yong Lee Fanchen Bu Shinhwan Kang Kyungho Kim Jaemin Yoo Kijung Shin 44 1 0 27 Oct 2024
Just Propagate: Unifying Matrix Factorization, Network Embedding, and LightGCN for Link Prediction Haoxin Liu 24 0 0 26 Oct 2024
Convergence Guarantees for the DeepWalk Embedding on Block Models Christopher Harker Aditya Bhaskara 36 0 0 26 Oct 2024
Understanding the Effect of GCN Convolutions in Regression Tasks Juntong Chen Johannes Schmidt-Hieber Claire Donnat Olga Klopp GNN 38 0 0 26 Oct 2024
A Survey of Deep Graph Learning under Distribution Shifts: from Graph Out-of-Distribution Generalization to Adaptation Kexin Zhang Shuhan Liu Song Wang Weili Shi Chen Chen Pan Li Sheng Li Jundong Li Kaize Ding OOD 59 2 0 25 Oct 2024
Sparse Decomposition of Graph Neural Networks Yaochen Hu Mai Zeng Ge Zhang Pavel Rumiantsev Liheng Ma Yingxue Zhang Mark Coates 42 0 0 25 Oct 2024
Graph Linearization Methods for Reasoning on Graphs with Large Language Models Christos Xypolopoulos Guokan Shang Xiao Fei Giannis Nikolentzos Hadi Abdine Iakovos Evdaimon Michail Chatzianastasis Giorgos Stamou Michalis Vazirgiannis 43 1 0 25 Oct 2024
Can Self Supervision Rejuvenate Similarity-Based Link Prediction? Chenhan Zhang Weiqi Wang Zhiyi Tian James Jianqiao Yu Mohamed Ali Kaafar An Liu Shui Yu SSL 36 0 0 24 Oct 2024
Graph Pre-Training Models Are Strong Anomaly Detectors Jiashun Cheng Zinan Zheng Yang Liu Jianheng Tang Haoran Wang Yu Rong Jia Li Fugee Tsung 48 2 0 24 Oct 2024
Theoretically Grounded Pruning of Large Ground Sets for Constrained, Discrete Optimization Ankur Nath Alan Kuhnle 34 0 0 23 Oct 2024
Spiking Graph Neural Network on Riemannian Manifolds Li Sun Zhenhao Huang Qiqi Wan Hao Peng Philip S. Yu GNN AI4CE 37 2 0 23 Oct 2024
Slot: Provenance-Driven APT Detection through Graph Reinforcement Learning Wei Qiao Yebo Feng Teng Li Zijian Zhang Zhengzi Xu Zhuo Ma Yulong Shen 68 0 0 23 Oct 2024
FedGMark: Certifiably Robust Watermarking for Federated Graph Learning Yuxin Yang Qiang Li Yuan Hong Binghui Wang AAML FedML 32 2 0 23 Oct 2024
Improving Pinterest Search Relevance Using Large Language Models Han Wang Mukuntha Narayanan Sundararaman Onur Gungor Yu Xu Krishna Kamath Rakesh Chalasani Kurchi Subhra Hazra Jinfeng Rao LRM 35 1 0 22 Oct 2024
Learning Load Balancing with GNN in MPTCP-Enabled Heterogeneous Networks Han Ji Xiping Wu Zhihong Zeng Chen Chen 50 0 0 22 Oct 2024
Fast Graph Sharpness-Aware Minimization for Enhancing and Accelerating Few-Shot Node Classification Yihong Luo Yuhan Chen Siya Qiu Yiwei Wang Chen Zhang Yan Zhou Xiaochun Cao Jing Tang AAML 49 2 0 22 Oct 2024
Can Large Language Models Act as Ensembler for Multi-GNNs? Hanqi Duan Yao Cheng Jianxiang Yu Xiang Li AI4CE 45 0 0 22 Oct 2024
GALA: Graph Diffusion-based Alignment with Jigsaw for Source-free Domain Adaptation Junyu Luo Yiyang Gu Xiao Luo Wei Ju Zhiping Xiao Yusheng Zhao Jingyang Yuan Ming Zhang 44 8 0 22 Oct 2024
Graph Sampling for Scalable and Expressive Graph Neural Networks on Homophilic Graphs Haolin Li Luana Ruiz Luana Ruiz 47 0 0 22 Oct 2024
Graph Neural Networks for Edge Signals: Orientation Equivariance and Invariance Dominik Fuchsgruber Tim Poštuvan Stephan Günnemann Simon Geisler 51 3 0 22 Oct 2024
SaVe-TAG: Semantic-aware Vicinal Risk Minimization for Long-Tailed Text-Attributed Graphs Leyao Wang Yu Wang Bo Ni Yuying Zhao Hanyu Wang Yao Ma Tyler Derr 58 0 0 22 Oct 2024
Focus Where It Matters: Graph Selective State Focused Attention Networks Shikhar Vashistha Neetesh Kumar 37 0 0 21 Oct 2024
TAGExplainer: Narrating Graph Explanations for Text-Attributed Graph Learning Models Bo Pan Zhen Xiong Guanchen Wu Zheng Zhang Yifei Zhang Liang Zhao FAtt 64 1 0 20 Oct 2024
Fastrack: Fast IO for Secure ML using GPU TEEs Yongqin Wang Rachit Rajat Jonghyun Lee Tingting Tang M. Annavaram 37 1 0 20 Oct 2024
Learning to Control the Smoothness of Graph Convolutional Network Features Shih-Hsin Wang Justin Baker Cory Hauck Bao Wang 43 0 0 18 Oct 2024
DMGNN: Detecting and Mitigating Backdoor Attacks in Graph Neural Networks Hao Sui Bing Chen J. Zhang Chengcheng Zhu Di Wu Qinghua Lu Guodong Long AAML 63 1 0 18 Oct 2024
Conformal Prediction for Federated Graph Neural Networks with Missing Neighbor Information Ömer Faruk Akgül Rajgopal Kannan Viktor Prasanna FedML 57 0 0 17 Oct 2024
Trojan Prompt Attacks on Graph Neural Networks Minhua Lin Zhiwei Zhang Enyan Dai Zongyu Wu Yilong Wang Xiang Zhang Suhang Wang SILM AAML 38 1 0 17 Oct 2024
Partially Trained Graph Convolutional Networks Resist Oversmoothing Dimitrios Kelesis Dimitris Fotakis George Giannakopoulos SSL 39 0 0 17 Oct 2024
LLM-Human Pipeline for Cultural Context Grounding of Conversations Rajkumar Pujari Dan Goldwasser 45 1 0 17 Oct 2024
Towards Graph Foundation Models: Training on Knowledge Graphs Enables Transferability to General Graphs Kai Wang Siqiang Luo Caihua Shan Yifei Shen 60 1 0 16 Oct 2024