Inductive Representation Learning on Large Graphs

7 June 2017

Papers citing "Inductive Representation Learning on Large Graphs"

50 / 4,462 papers shown

Title
Circuit Representation Learning with Masked Gate Modeling and Verilog-AIG Alignment Haoyuan Wu Haisheng Zheng Yuan Pu Bei Yu 66 1 0 18 Feb 2025
Unveiling Mode Connectivity in Graph Neural Networks Bingheng Li Z. Chen Haoyu Han Shenglai Zeng J. Liu Jiliang Tang 53 0 0 18 Feb 2025
UniGO: A Unified Graph Neural Network for Modeling Opinion Dynamics on Graphs Hao Li Hao Jiang Yuke Zheng Hao Sun Wenying Gong 38 0 0 17 Feb 2025
Hierarchical Graph Topic Modeling with Topic Tree-based Transformer Delvin Ce Zhang Menglin Yang Xiaobao Wu Jiasheng Zhang Hady W. Lauw 57 0 0 17 Feb 2025
On Vanishing Gradients, Over-Smoothing, and Over-Squashing in GNNs: Bridging Recurrent and Graph Learning Alvaro Arroyo Alessio Gravina Benjamin Gutteridge Federico Barbero Claudio Gallicchio Xiaowen Dong Michael M. Bronstein P. Vandergheynst 44 4 0 15 Feb 2025
Recent Advances in Malware Detection: Graph Learning and Explainability Hossein Shokouhinejad Roozbeh Razavi-Far Hesamodin Mohammadian Mahdi Rabbani Samuel Ansong Griffin Higgins Ali Ghorbani AAML 83 2 0 14 Feb 2025
Graph Diffusion Network for Drug-Gene Prediction Jiayang Wu Wensheng Gan Philip S. Yu MedIm 68 0 0 13 Feb 2025
Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence Yuankai Luo Lei Shi Xiao-Ming Wu AI4CE 74 0 0 13 Feb 2025
Enhancing the Utility of Higher-Order Information in Relational Learning Raphael Pellegrin Lukas Fesser Melanie Weber 109 0 0 13 Feb 2025
Machine learning for modelling unstructured grid data in computational physics: a review Sibo Cheng Marc Bocquet Weiping Ding Tobias S. Finn Rui Fu ... Yong Zeng Mingrui Zhang Hao Zhou Kewei Zhu Rossella Arcucci PINN AI4CE 121 0 0 13 Feb 2025
GCoT: Chain-of-Thought Prompt Learning for Graphs Xingtong Yu Chang Zhou Zhongwei Kuai Xinming Zhang Yuan Fang LRM 82 2 0 12 Feb 2025
CurvGAD: Leveraging Curvature for Enhanced Graph Anomaly Detection Karish Grover Geoffrey J. Gordon Christos Faloutsos 78 0 0 12 Feb 2025
MixDec Sampling: A Soft Link-based Sampling Method of Graph Neural Network for Recommendation Xiangjin Xie Yiran Chen Ruipeng Wang Kai Ouyang Zihan Zhang ... Buyue Qian Hansen Zheng Bo Hu Chengxiang Zhuo Zang Li 74 3 0 12 Feb 2025
Enhanced Load Forecasting with GAT-LSTM: Leveraging Grid and Temporal Features Ugochukwu Orji Çiçek Güven Dan Stowell AI4TS 55 0 0 12 Feb 2025
HiPoNet: A Topology-Preserving Multi-View Neural Network For High Dimensional Point Cloud and Single-Cell Data Siddharth Viswanath Hiren Madhu Dhananjay Bhaskar Jake Kovalic Dave Johnson Rex Ying Christopher J. Tape Ian M. Adelstein Michael Perlmutter Smita Krishnaswamy 3DPC 95 1 0 11 Feb 2025
Generative Risk Minimization for Out-of-Distribution Generalization on Graphs Song Wang Zhen Tan Yaochen Zhu Chuxu Zhang Wenlin Yao OOD 103 0 0 11 Feb 2025
Effects of Random Edge-Dropping on Over-Squashing in Graph Neural Networks Jasraj Singh Keyue Jiang Brooks Paige Laura Toni 75 1 0 11 Feb 2025
RelGNN: Composite Message Passing for Relational Deep Learning Tianlang Chen Charilaos I. Kanatsoulis Jure Leskovec GNN AI4CE 59 2 0 10 Feb 2025
Prompt-Driven Continual Graph Learning Qi Wang Tianfei Zhou Ye Yuan Rui Mao CLL 52 0 0 10 Feb 2025
DeepMill: Neural Accessibility Learning for Subtractive Manufacturing Fanchao Zhong Yang Wang Peng Wang Lin Lu Haisen Zhao HAI 86 0 0 10 Feb 2025
Survey on Recent Progress of AI for Chemistry: Methods, Applications, and Opportunities Ding Hu Pengxiang Hua Zhen Huang 97 0 0 09 Feb 2025
GOLD: Graph Out-of-Distribution Detection via Implicit Adversarial Latent Generation Danny Wang Ruihong Qiu Guangdong Bai Zi Huang 209 2 0 09 Feb 2025
CORRECT: Context- and Reference-Augmented Reasoning and Prompting for Fact-Checking Delvin Ce Zhang Dongwon Lee HILM LRM 79 0 0 09 Feb 2025
Norm Augmented Graph AutoEncoders for Link Prediction Yunhui Liu Huaisong Zhang Xinyi Gao Liuye Guo Zhen Tao Tieke He 48 0 0 09 Feb 2025
LRA-GNN: Latent Relation-Aware Graph Neural Network with Initial and Dynamic Residual for Facial Age Estimation Yiping Zhang Yuntao Shou Wei Ai Tao Meng Keqin Li CVBM 71 1 0 08 Feb 2025
MDE: Modality Discrimination Enhancement for Multi-modal Recommendation Hang Zhou Yucheng Wang Huijing Zhan 50 0 0 08 Feb 2025
Bridging Traffic State and Trajectory for Dynamic Road Network and Trajectory Representation Learning Chengkai Han Jingyuan Wang Y. Wang Xie Yu Hao Lin Chao Li Junjie Wu AI4TS 72 1 0 08 Feb 2025
Prediction of the Most Fire-Sensitive Point in Building Structures with Differentiable Agents for Thermal Simulators Yuan Xinjie Khalid M. Mosalam AI4CE 78 0 0 05 Feb 2025
Aggregate to Adapt: Node-Centric Aggregation for Multi-Source-Free Graph Domain Adaptation Zhen Zhang Bingsheng He 111 2 0 05 Feb 2025
Using Random Noise Equivariantly to Boost Graph Neural Networks Universally Xuben Wang Muhan Zhang 107 0 0 04 Feb 2025
EdgeGFL: Rethinking Edge Information in Graph Feature Preference Learning Shengda Zhuo Jiwang Fang Hongguang Lin Yin Tang Min Chen Changdong Wang Shuqiang Huang 61 0 0 04 Feb 2025
Towards graph neural networks for provably solving convex optimization problems Chendi Qian Christopher Morris 61 0 0 04 Feb 2025
Unified Spatial-Temporal Edge-Enhanced Graph Networks for Pedestrian Trajectory Prediction Ruochen Li Tanqiu Qiao Stamos Katsigiannis Zhanxing Zhu Hubert P. H. Shum AI4TS 70 1 0 04 Feb 2025
Learning Efficient Positional Encodings with Graph Neural Networks Charilaos I. Kanatsoulis Evelyn Choi Stephanie Jegelka Jure Leskovec Alejandro Ribeiro 78 2 0 03 Feb 2025
Leveraging Joint Predictive Embedding and Bayesian Inference in Graph Self Supervised Learning Srinitish Srinivasan Omkumar CU SSL BDL 56 0 0 02 Feb 2025
DeepGate4: Efficient and Effective Representation Learning for Circuit Design at Scale Ziyang Zheng Shan Huang Jianyuan Zhong Zhengyuan Shi Guohao Dai Ningyi Xu Qiang Xu GNN 98 3 0 02 Feb 2025
UPL: Uncertainty-aware Pseudo-labeling for Imbalance Transductive Node Classification Mohammad T. Teimuri Zahra Dehghanian Gholamali Aminian Hamid R. Rabiee 60 0 0 02 Feb 2025
AGNNCert: Defending Graph Neural Networks against Arbitrary Perturbations with Deterministic Certification Jiate Li Binghui Wang AAML 61 2 0 02 Feb 2025
Generic Multimodal Spatially Graph Network for Spatially Embedded Network Representation Learning Xudong Fan Jürgen Hackl 75 0 0 01 Feb 2025
Spectro-Riemannian Graph Neural Networks Karish Grover Haiyang Yu Xiang Song Qi Zhu Han Xie V. Ioannidis Christos Faloutsos 78 1 0 01 Feb 2025
GraphMinNet: Learning Dependencies in Graphs with Light Complexity Minimal Architecture Md Atik Ahamed Andrew Cheng Qiang Ye Q. Cheng GNN 63 0 0 01 Feb 2025
Resolving Oversmoothing with Opinion Dissensus Keqin Wang Yulong Yang Ishan Saha Christine Allen-Blanchette 62 1 0 31 Jan 2025
Gradual Domain Adaptation for Graph Learning Pui Ieng Lei Ximing Chen Yijun Sheng Yanyan Liu J. Guo Zhiguo Gong OOD 56 0 0 29 Jan 2025
Rethinking Functional Brain Connectome Analysis: Do Graph Deep Learning Models Help? Keqi Han Yao Su Lifang He Liang Zhan Sergey Plis Vince D. Calhoun Carl Yang AI4CE 55 1 0 28 Jan 2025
Graph Condensation: A Survey Xin Gao Junliang Yu Wei Jiang Tong Chen Wentao Zhang Hongzhi Yin DD 106 19 0 28 Jan 2025
Cross-modal Context Fusion and Adaptive Graph Convolutional Network for Multimodal Conversational Emotion Recognition Junwei Feng Xueyan Fan 260 0 0 28 Jan 2025
MAPPING: Debiasing Graph Neural Networks for Fair Node Classification with Limited Sensitive Information Leakage Ying Song Balaji Palanisamy 90 0 0 28 Jan 2025
Graph Neural Preconditioners for Iterative Solutions of Sparse Linear Systems Jie Chen AI4CE 71 2 0 28 Jan 2025
Large Language Model-based Augmentation for Imbalanced Node Classification on Text-Attributed Graphs Leyao Wang Yu-Chiang Frank Wang Bo Ni Yuying Zhao Tyler Derr 56 0 0 28 Jan 2025
Adaptive AI-based Decentralized Resource Management in the Cloud-Edge Continuum Lanpei Li Jack Bell M. Coppola Vincenzo Lomonaco 41 0 0 28 Jan 2025