Papers citing 'Inductive Representation Learning on Large Graphs'

Title
Unveiling the Vulnerability of Graph-LLMs: An Interpretable Multi-Dimensional Adversarial Attack on TAGs Bowen Fan Zhilin Guo Xunkai Li Yihan Zhou Bing Zhou Zhenjun Li Rong-Hua Li Guoren Wang AAML 164 0 0 14 Oct 2025
A Hierarchical Quantized Tokenization Framework for Task-Adaptive Graph Representation Learning Yang Xiang Li Fan Chenke Yin Chengtao Ji 88 0 0 14 Oct 2025
Enhanced Pre-training of Graph Neural Networks for Million-Scale Heterogeneous Graphs Shengyin Sun Chen Ma Jiehao Chen 141 0 0 14 Oct 2025
LLMAtKGE: Large Language Models as Explainable Attackers against Knowledge Graph Embeddings Ting Li Yang Yang Yipeng Yu Liang Yao Guoqing Chao Ruifeng Xu AAML 108 0 0 13 Oct 2025
Combining Euclidean and Hyperbolic Representations for Node-level Anomaly Detection Simone Mungari Ettore Ritacco Pietro Sabatino 80 0 0 13 Oct 2025
Integrating Sequential and Relational Modeling for User Events: Datasets and Prediction Tasks Rizal Fathony Igor Melnyk Owen Reinert Nam H. Nguyen Daniele Rosa C. Bayan Bruss AI4TS 286 1 0 13 Oct 2025
Scalable and Explainable Enterprise Knowledge Discovery Using Graph-Centric Hybrid Retrieval Nilima Rao Jagriti Srivastava Pradeep Kumar Sharma Hritvik Shrivastava 60 0 0 13 Oct 2025
Query-Specific GNN: A Comprehensive Graph Representation Learning Method for Retrieval Augmented Generation Yuchen Yan Zhihua Liu Hao Wang Weiming Li Xiaoshuai Hao 88 0 0 13 Oct 2025
FUSE: Fast Semi-Supervised Node Embedding Learning via Structural and Label-Aware Optimization Sujan Chakraborty Rahul Bordoloi Anindya Sengupta Olaf Wolkenhauer Saptarshi Bej OffRL 88 0 0 13 Oct 2025
PruneGCRN: Minimizing and explaining spatio-temporal problems through node pruning Javier García-Sigüenza Mirco Nanni Faraón Llorens-Largo José F. Vicent 68 0 0 12 Oct 2025
Controllable Graph Generation with Diffusion Models via Inference-Time Tree Search Guidance Jiachi Zhao Zehong Wang Yamei Liao Chuxu Zhang Yanfang Ye 128 0 0 12 Oct 2025
GraphTARIF: Linear Graph Transformer with Augmented Rank and Improved Focus Zhaolin Hu Kun Li Hehe Fan Yi Yang 116 0 0 12 Oct 2025
On the Problem of Consistent Anomalies in Zero-Shot Industrial Anomaly Detection Tai Le-Gia Ahn Jaehyun 172 0 0 12 Oct 2025
Glance for Context: Learning When to Leverage LLMs for Node-Aware GNN-LLM Fusion Donald Loveland Yao-An Yang Danai Koutra 88 0 0 12 Oct 2025
A Graph-Attentive LSTM Model for Malicious URL Detection Md. Ifthekhar Hossain Kazi Abdullah Al Arafat Bryce Shepard Kayd Craig Imtiaz Parvez 44 0 0 12 Oct 2025
Multi-View Graph Learning with Graph-Tuple Shiyu Chen Ningyuan Huang Soledad Villar 174 0 0 11 Oct 2025
Bridging Semantics & Structure for Software Vulnerability Detection using Hybrid Network Models Jugal Gajjar Kaustik Ranaware Kamalasankari Subramaniakuppusamy 52 0 0 11 Oct 2025
Interpretable Graph-Language Modeling for Detecting Youth Illicit Drug Use Yiyang Li Zehong Wang Zhengqing Yuan Zheyuan Zhang K. Murugesan Chuxu Zhang Yanfang Ye 76 0 0 11 Oct 2025
Spatio-Temporal Graph Convolutional Networks for EV Charging Demand Forecasting Using Real-World Multi-Modal Data Integration Jose Tupayachi M. C. Camur Kevin Heaslip Xueping Li AI4TS 93 0 0 10 Oct 2025
InterCorpRel-LLM: Enhancing Financial Relational Understanding with Graph-Language Models Qianyou Sun Jiexin Zheng Bohan Jin Lihua Chen Yijie Peng 44 0 0 10 Oct 2025
NG-Router: Graph-Supervised Multi-Agent Collaboration for Nutrition Question Answering Kaiwen Shi Zheyuan Zhang Zhengqing Yuan K. Murugesan Vincent Galass Chuxu Zhang Yanfang Ye 100 0 0 10 Oct 2025
Beyond Pairwise Connections: Extracting High-Order Functional Brain Network Structures under Global Constraints Ling Zhan Junjie Huang Xiaoyao Yu Wenyu Chen Tao Jia 110 0 0 10 Oct 2025
TAWRMAC: A Novel Dynamic Graph Representation Learning Method Soheila Farokhi Xiaojun Qi Hamid Karimi 52 0 0 10 Oct 2025
When LLM Agents Meet Graph Optimization: An Automated Data Quality Improvement Approach Zhihan Zhang Xunkai Li Yilong Zuo Zhaoxin Fan Zhenjun Li Bing Zhou Rong-Hua Li Guoren Wang 162 0 0 10 Oct 2025
Analytical Survey of Learning with Low-Resource Data: From Analysis to Investigation Xiaofeng Cao Mingwei Xu Xin Yu Jiangchao Yao Wei Ye ... Minling Zhang Ivor Tsang Yew-Soon Ong James T. Kwok Heng Tao Shen 148 3 0 10 Oct 2025
From Noisy to Native: LLM-driven Graph Restoration for Test-Time Graph Domain Adaptation Xiangwei Lv JinLuan Yang Wang Lin Jingyuan Chen Beishui Liao 58 0 0 09 Oct 2025
gLSTM: Mitigating Over-Squashing by Increasing Storage Capacity Hugh Blayney Alvaro Arroyo Xiaowen Dong M. Bronstein 135 0 0 09 Oct 2025
TinyGraphEstimator: Adapting Lightweight Language Models for Graph Structure Inference Michal Podstawski 97 0 0 09 Oct 2025
Spatial Deconfounder: Interference-Aware Deconfounding for Spatial Causal Inference Ayush Khot Miruna Oprescu Maresa Schröder Ai Kagawa Xihaier Luo CML 100 1 0 09 Oct 2025
Parallel Test-Time Scaling for Latent Reasoning Models Runyang You Yongqi Li Meng Liu Wenjie Wang Liqiang Nie Wenjie Li BDL LRM 138 0 0 09 Oct 2025
Relational Database Distillation: From Structured Tables to Condensed Graph Data Xinyi Gao Jingxi Zhang Lijian Chen Tong Chen Lizhen Cui Hongzhi Yin DD 163 0 0 08 Oct 2025
DGTEN: A Robust Deep Gaussian based Graph Neural Network for Dynamic Trust Evaluation with Uncertainty-Quantification Support Muhammad Usman Yugyung Lee 84 0 0 08 Oct 2025
Adaptive Stain Normalization for Cross-Domain Medical HistologyInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Tianyue Xu Yanlin Wu Abhai K. Tripathi Matthew M. Ippolito Benjamin D. Haeffele OOD MedIm 112 0 0 08 Oct 2025
Label-frugal satellite image change detection with generative virtual exemplar learning Hichem Sahbi 124 0 0 08 Oct 2025
GTCN-G: A Residual Graph-Temporal Fusion Network for Imbalanced Intrusion Detection (Preprint) Tianxiang Xu Zhichao Wen Xinyu Zhao Qi Hu Yan Li Chang Liu 94 0 0 08 Oct 2025
The Unreasonable Effectiveness of Randomized Representations in Online Continual Graph Learning Giovanni Donghi Daniele Zambon Luca Pasa Cesare Alippi Nicoló Navarin CLL OffRL 204 0 0 08 Oct 2025
Syn-Diag: An LLM-based Synergistic Framework for Generalizable Few-shot Fault Diagnosis on the Edge Zijun Jia Shuang Liang Jinsong Yu 84 0 0 07 Oct 2025
When Does Global Attention Help? A Unified Empirical Study on Atomistic Graph Learning Arindam Chowdhury Massimiliano Lupo Pasini 105 0 0 07 Oct 2025
Generative Dynamic Graph Representation Learning for Conspiracy Spoofing DetectionThe Web Conference (WWW), 2025 Sheng Xiang Yidong Jiang Yunting Chen Dawei Cheng Guoping Zhao Changjun Jiang 89 1 0 07 Oct 2025
ASPO: Asymmetric Importance Sampling Policy Optimization Jiakang Wang Runze Liu Lei Lin Wenping Hu Xiu Li Fuzheng Zhang Guorui Zhou Kun Gai 115 0 0 07 Oct 2025
When and How to Cut Classical Concerts? A Multimodal Automated Video Editing Approach Daniel Gonzálbez-Biosca Josep Cabacas-Maso Carles Ventura Ismael Benito-Altamirano 116 0 0 07 Oct 2025
GILT: An LLM-Free, Tuning-Free Graph Foundational Model for In-Context Learning Weishuo Ma Yanbo Wang Xiyuan Wang Lei Zou Muhan Zhang AI4CE 152 0 0 06 Oct 2025
Aligning Perception, Reasoning, Modeling and Interaction: A Survey on Physical AI Kun Xiang Terry Jingchen Zhang Yinya Huang Jixi He Zirong Liu ... J. N. Han Hang Xu Han Li Bin Dong Xiaodan Liang PINN AI4CE 344 1 0 06 Oct 2025
Fractional Heat Kernel for Semi-Supervised Graph Learning with Small Training Sample Size Farid Bozorgnia Vyacheslav Kungurtsev Shirali Kadyrov Mohsen Yousefnezhad 92 0 0 06 Oct 2025
AgentRouter: A Knowledge-Graph-Guided LLM Router for Collaborative Multi-Agent Question Answering Zheyuan Zhang Kaiwen Shi Zhengqing Yuan Zehong Wang Tianyi Ma Keerthiram Murugesan Vincent Galassi Chuxu Zhang Yanfang Ye LLMAG 149 2 0 06 Oct 2025
ICEPool: Enhancing Graph Pooling Networks with Inter-cluster Connectivity Michael Yang 92 0 0 05 Oct 2025
LHGEL: Large Heterogeneous Graph Ensemble Learning using Batch View Aggregation Jiajun Shen Yufei Jin Yi He Xingquan Zhu 92 0 0 03 Oct 2025
Generalization of Graph Neural Network Models for Distribution Grid Fault Detection Burak Karabulut Carlo Manna Chris Develder AI4CE 135 0 0 03 Oct 2025
BrainIB++: Leveraging Graph Neural Networks and Information Bottleneck for Functional Brain Biomarkers in SchizophreniaBiomedical Signal Processing and Control (BSPC), 2025 T. Hu Qiang Li Shu Liu Vince D. Calhoun Guido van Wingen Shujian Yu 104 0 0 03 Oct 2025
VisitHGNN: Heterogeneous Graph Neural Networks for Modeling Point-of-Interest Visit Patterns Lin Pang Jidong J. Yang AI4TS 104 0 0 03 Oct 2025

Unveiling the Vulnerability of Graph-LLMs: An Interpretable Multi-Dimensional Adversarial Attack on TAGs

164

0

14 Oct 2025

A Hierarchical Quantized Tokenization Framework for Task-Adaptive Graph Representation Learning

88

0

14 Oct 2025

Enhanced Pre-training of Graph Neural Networks for Million-Scale Heterogeneous Graphs

Shengyin Sun

Chen Ma

Jiehao Chen

141

0

14 Oct 2025

LLMAtKGE: Large Language Models as Explainable Attackers against Knowledge Graph Embeddings

108

0

13 Oct 2025

Combining Euclidean and Hyperbolic Representations for Node-level Anomaly Detection

Simone Mungari

Ettore Ritacco

Pietro Sabatino

80

0

13 Oct 2025

Integrating Sequential and Relational Modeling for User Events: Datasets and Prediction Tasks

286

1

0

13 Oct 2025

Scalable and Explainable Enterprise Knowledge Discovery Using Graph-Centric Hybrid Retrieval

60

0

13 Oct 2025

Query-Specific GNN: A Comprehensive Graph Representation Learning Method for Retrieval Augmented Generation

88

0

13 Oct 2025

FUSE: Fast Semi-Supervised Node Embedding Learning via Structural and Label-Aware Optimization

88

0

13 Oct 2025

PruneGCRN: Minimizing and explaining spatio-temporal problems through node pruning

Javier García-Sigüenza

Mirco Nanni

Faraón Llorens-Largo

José F. Vicent

68

0

12 Oct 2025

Controllable Graph Generation with Diffusion Models via Inference-Time Tree Search Guidance

128

0

12 Oct 2025

GraphTARIF: Linear Graph Transformer with Augmented Rank and Improved Focus

116

0

12 Oct 2025

On the Problem of Consistent Anomalies in Zero-Shot Industrial Anomaly Detection

Tai Le-Gia

Ahn Jaehyun

172

0

12 Oct 2025

Glance for Context: Learning When to Leverage LLMs for Node-Aware GNN-LLM Fusion

Donald Loveland

Yao-An Yang

Danai Koutra

88

0

12 Oct 2025

A Graph-Attentive LSTM Model for Malicious URL Detection

Md. Ifthekhar Hossain

Kazi Abdullah Al Arafat

Bryce Shepard

Kayd Craig

Imtiaz Parvez

44

0

12 Oct 2025

Multi-View Graph Learning with Graph-Tuple

Shiyu Chen

Ningyuan Huang

Soledad Villar

174

0

11 Oct 2025

Bridging Semantics & Structure for Software Vulnerability Detection using Hybrid Network Models

Jugal Gajjar

Kaustik Ranaware

Kamalasankari Subramaniakuppusamy

52

0

11 Oct 2025

Interpretable Graph-Language Modeling for Detecting Youth Illicit Drug Use

76

0

11 Oct 2025

Spatio-Temporal Graph Convolutional Networks for EV Charging Demand Forecasting Using Real-World Multi-Modal Data Integration

93

0

10 Oct 2025

InterCorpRel-LLM: Enhancing Financial Relational Understanding with Graph-Language Models

44

0

10 Oct 2025

NG-Router: Graph-Supervised Multi-Agent Collaboration for Nutrition Question Answering

100

0

10 Oct 2025

Beyond Pairwise Connections: Extracting High-Order Functional Brain Network Structures under Global Constraints

110

0

10 Oct 2025

TAWRMAC: A Novel Dynamic Graph Representation Learning Method

Soheila Farokhi

Xiaojun Qi

Hamid Karimi

52

0

10 Oct 2025

When LLM Agents Meet Graph Optimization: An Automated Data Quality Improvement Approach

162

0

10 Oct 2025

Analytical Survey of Learning with Low-Resource Data: From Analysis to Investigation

...

148

3

0

10 Oct 2025

From Noisy to Native: LLM-driven Graph Restoration for Test-Time Graph Domain Adaptation

58

0

09 Oct 2025

gLSTM: Mitigating Over-Squashing by Increasing Storage Capacity

135

0

09 Oct 2025

TinyGraphEstimator: Adapting Lightweight Language Models for Graph Structure Inference

Michal Podstawski

97

0

09 Oct 2025

Spatial Deconfounder: Interference-Aware Deconfounding for Spatial Causal Inference

100

1

0

09 Oct 2025

Parallel Test-Time Scaling for Latent Reasoning Models

138

0

09 Oct 2025

Relational Database Distillation: From Structured Tables to Condensed Graph Data

163

0

08 Oct 2025

DGTEN: A Robust Deep Gaussian based Graph Neural Network for Dynamic Trust Evaluation with Uncertainty-Quantification Support

Muhammad Usman

Yugyung Lee

84

0

08 Oct 2025

Adaptive Stain Normalization for Cross-Domain Medical HistologyInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025

112

0

08 Oct 2025