{"total":77,"rows":[{"id":"2501.00309","title":"Retrieval-Augmented Generation with Graphs (GraphRAG)","created":"2024-12-31","cited_by_count":172,"area":"rag"},{"id":"2210.14709","title":"Learning on Large-scale Text-attributed Graphs via Variational Inference","created":"2022-10-26","cited_by_count":155,"area":null},{"id":"2308.02565","title":"SimTeG: A Frustratingly Simple Approach Improves Textual Graph Learning","created":"2023-08-03","cited_by_count":73,"area":null},{"id":"2209.03299","title":"Multimodal learning with graphs","created":"2022-09-07","cited_by_count":54,"area":null},{"id":"2101.02844","title":"Dynamic Graph Collaborative Filtering","created":"2021-01-08","cited_by_count":33,"area":null},{"id":"2110.07317","title":"ReGVD: Revisiting Graph Neural Networks for Vulnerability Detection","created":"2021-10-14","cited_by_count":32,"area":null},{"id":"2211.00216","title":"Distributed Graph Neural Network Training: A Survey","created":"2022-11-01","cited_by_count":32,"area":null},{"id":"2201.06885","title":"Evidence-aware Fake News Detection with Graph Neural Networks","created":"2022-01-18","cited_by_count":30,"area":null},{"id":"2111.03220","title":"Augmentations in Graph Contrastive Learning: Current Methodological Flaws & Towards Better Practices","created":"2021-11-05","cited_by_count":25,"area":null},{"id":"2209.06800","title":"MGG: Accelerating Graph Neural Networks with Fine-grained intra-kernel Communication-Computation Pipelining on Multi-GPU Platforms","created":"2022-09-14","cited_by_count":16,"area":null},{"id":"2308.11578","title":"Refashioning Emotion Recognition Modelling: The Advent of Generalised Large Models","created":"2023-08-21","cited_by_count":16,"area":null},{"id":"2112.06386","title":"Sparse Structure Learning via Graph Neural Networks for Inductive Document Classification","created":"2021-12-13","cited_by_count":15,"area":null},{"id":"2206.00265","title":"InducT-GCN: Inductive Graph Convolutional Networks for Text Classification","created":"2022-06-01","cited_by_count":15,"area":null},{"id":"2304.11534","title":"Graph Neural Networks for Text Classification: A Survey","created":"2023-04-23","cited_by_count":15,"area":null},{"id":"2111.00180","title":"Hierarchical Heterogeneous Graph Representation Learning for Short Text Classification","created":"2021-10-30","cited_by_count":13,"area":null},{"id":"2105.11246","title":"Cross-lingual Text Classification with Heterogeneous Graph Neural Network","created":"2021-05-24","cited_by_count":12,"area":null},{"id":"2211.16878","title":"Transformers are Short Text Classifiers: A Study of Inductive Short Text Classifiers on Benchmarks and Real-world Datasets","created":"2022-11-30","cited_by_count":12,"area":null},{"id":"2102.11479","title":"Minimally-Supervised Structure-Rich Text Categorization via Learning on Text-Rich Networks","created":"2021-02-23","cited_by_count":11,"area":null},{"id":"2110.07181","title":"Relation-aware Heterogeneous Graph for User Profiling","created":"2021-10-14","cited_by_count":9,"area":null},{"id":"2205.08625","title":"Generic and Trend-aware Curriculum Learning for Relation Extraction in Graph Neural Networks","created":"2022-05-17","cited_by_count":9,"area":null},{"id":"2410.18130","title":"Graph Contrastive Learning via Cluster-refined Negative Sampling for Semi-supervised Text Classification","created":"2024-10-18","cited_by_count":8,"area":null},{"id":"2208.11464","title":"FactMix: Using a Few Labeled In-domain Examples to Generalize to Cross-domain Named Entity Recognition","created":"2022-08-24","cited_by_count":7,"area":null},{"id":"2210.05498","title":"Adversarial Contrastive Learning for Evidence-aware Fake News Detection with Graph Neural Networks","created":"2022-10-11","cited_by_count":7,"area":null},{"id":"2302.08671","title":"Search to Capture Long-range Dependency with Stacking GNNs for Graph Classification","created":"2023-02-17","cited_by_count":7,"area":null},{"id":"2505.14699","title":"Benchmarking Graph Neural Networks for Document Layout Analysis in Public Affairs","created":"2025-05-12","cited_by_count":7,"area":null},{"id":"2301.05860","title":"State of the Art and Potentialities of Graph-level Learning","created":"2023-01-14","cited_by_count":6,"area":null},{"id":"2401.02823","title":"DocGraphLM: Documental Graph Language Model for Information Extraction","created":"2024-01-05","cited_by_count":6,"area":null},{"id":"2201.02510","title":"Predicting Patient Readmission Risk from Medical Text via Knowledge Graph Enhanced Multiview Graph Convolution","created":"2021-12-19","cited_by_count":5,"area":null},{"id":"2304.11072","title":"An Unbiased Transformer Source Code Learning with Semantic Vulnerability Graph","created":"2023-04-17","cited_by_count":5,"area":null},{"id":"2403.10646","title":"A Survey of Source Code Representations for Machine Learning-Based Cybersecurity Tasks","created":"2024-03-15","cited_by_count":5,"area":null},{"id":"2404.05605","title":"Graph Neural Networks Automated Design and Deployment on Device-Edge Co-Inference Systems","created":"2024-04-08","cited_by_count":5,"area":null},{"id":"2203.07678","title":"Incorporating Heterophily into Graph Neural Networks for Graph Classification","created":"2022-03-15","cited_by_count":4,"area":null},{"id":"2203.16060","title":"Understanding Graph Convolutional Networks for Text Classification","created":"2022-03-30","cited_by_count":4,"area":null},{"id":"2205.10238","title":"Visualizing and Explaining Language Models","created":"2022-04-30","cited_by_count":4,"area":null},{"id":"2502.10003","title":"SciClaimHunt: A Large Dataset for Evidence-based Scientific Claim Verification","created":"2025-02-14","cited_by_count":4,"area":null},{"id":"2202.03874","title":"Combining Intra-Risk and Contagion Risk for Enterprise Bankruptcy Prediction Using Graph Neural Networks","created":"2022-02-01","cited_by_count":3,"area":null},{"id":"2205.01204","title":"Multi-Task Text Classification using Graph Convolutional Networks for Large-Scale Low Resource Language","created":"2022-05-02","cited_by_count":3,"area":null},{"id":"2109.02254","title":"Sent2Span: Span Detection for PICO Extraction in the Biomedical Text without Span Annotations","created":"2021-09-06","cited_by_count":2,"area":null},{"id":"2110.02047","title":"Hierarchical information matters: Text classification via tree based graph neural network","created":"2021-10-05","cited_by_count":2,"area":null},{"id":"2208.06743","title":"Enhancing Graph Contrastive Learning with Node Similarity","created":"2022-08-13","cited_by_count":2,"area":null},{"id":"2210.03123","title":"On the Effectiveness of Hybrid Pooling in Mixup-Based Graph Learning for Language Processing","created":"2022-10-06","cited_by_count":2,"area":null},{"id":"2303.02393","title":"Seq-HyGAN: Sequence Classification via Hypergraph Attention Network","created":"2023-03-04","cited_by_count":2,"area":null},{"id":"2305.09756","title":"Clinical Note Owns its Hierarchy: Multi-Level Hypergraph Neural Networks for Patient-Level Representation Learning","created":"2023-05-16","cited_by_count":2,"area":null},{"id":"2311.04916","title":"Explainable Identification of Hate Speech towards Islam using Graph Neural Networks","created":"2023-11-02","cited_by_count":2,"area":null},{"id":"2401.15509","title":"Style-News: Incorporating Stylized News Generation and Adversarial Verification for Neural Fake News Detection","created":"2024-01-27","cited_by_count":2,"area":null},{"id":"2505.14149","title":"Enhancing Keyphrase Extraction from Academic Articles Using Section Structure Information","created":"2025-05-20","cited_by_count":2,"area":null},{"id":"2107.11666","title":"Graph Convolutional Network with Generalized Factorized Bilinear Aggregation","created":"2021-07-24","cited_by_count":1,"area":null},{"id":"2112.15060","title":"TextRGNN: Residual Graph Neural Networks for Text Classification","created":"2021-12-30","cited_by_count":1,"area":null},{"id":"2204.03954","title":"Are We Really Making Much Progress in Text Classification? A Comparative Review","created":"2022-04-08","cited_by_count":1,"area":null},{"id":"2206.07253","title":"TeKo: Text-Rich Graph Neural Networks with External Knowledge","created":"2022-06-15","cited_by_count":1,"area":null},{"id":"2212.02419","title":"Exploring Graph-aware Multi-View Fusion for Rumor Detection on Social Media","created":"2022-11-08","cited_by_count":1,"area":null},{"id":"2410.09399","title":"Text Classification using Graph Convolutional Networks: A Comprehensive Survey","created":"2024-10-12","cited_by_count":1,"area":null},{"id":"2412.11652","title":"SE-GCL: An Event-Based Simple and Effective Graph Contrastive Learning for Text Representation","created":"2024-12-16","cited_by_count":1,"area":null},{"id":"2508.00864","title":"Rethinking Graph-Based Document Classification: Learning Data-Driven Structures Beyond Heuristic Approaches","created":"2025-07-18","cited_by_count":1,"area":null},{"id":"2106.05221","title":"Multi-hop Graph Convolutional Network with High-order Chebyshev Approximation for Text Reasoning","created":"2021-06-08","cited_by_count":0,"area":null},{"id":"2106.06090","title":"Graph Neural Networks for Natural Language Processing: A Survey","created":"2021-06-10","cited_by_count":0,"area":null},{"id":"2107.00653","title":"Transformer-F: A Transformer network with effective methods for learning universal sentence representation","created":"2021-07-02","cited_by_count":0,"area":null},{"id":"2110.03665","title":"Revisiting SVD to generate powerful Node Embeddings for Recommendation Systems","created":"2021-10-05","cited_by_count":0,"area":null},{"id":"2205.15139","title":"Detecting fake news by enhanced text representation with multi-EDU-structure awareness","created":"2022-05-30","cited_by_count":0,"area":null},{"id":"2211.16103","title":"Text Representation Enrichment Utilizing Graph based Approaches: Stock Market Technical Analysis Case Study","created":"2022-11-29","cited_by_count":0,"area":null},{"id":"2301.10451","title":"Knowledge-augmented Graph Neural Networks with Concept-aware Attention for Adverse Drug Event Detection","created":"2023-01-25","cited_by_count":0,"area":null},{"id":"2301.12152","title":"Layout-aware Webpage Quality Assessment","created":"2023-01-28","cited_by_count":0,"area":null},{"id":"2302.14487","title":"Enhancing Classification with Hierarchical Scalable Query on Fusion Transformer","created":"2023-02-28","cited_by_count":0,"area":null},{"id":"2305.14578","title":"Connecting the Dots: What Graph-Based Text Representations Work Best for Text Classification Using Graph Neural Networks?","created":"2023-05-23","cited_by_count":0,"area":null},{"id":"2401.06802","title":"Hierarchical Knowledge Distillation on Text Graph for Data-limited Attribute Inference","created":"2024-01-10","cited_by_count":0,"area":"distill"},{"id":"2402.00450","title":"CPT: Competence-progressive Training Strategy for Few-shot Node Classification","created":"2024-02-01","cited_by_count":0,"area":null},{"id":"2404.18942","title":"GuideWalk: A Novel Graph-Based Word Embedding for Enhanced Text Classification","created":"2024-04-25","cited_by_count":0,"area":null},{"id":"2408.12840","title":"HGNAS: Hardware-Aware Graph Neural Architecture Search for Edge Devices","created":"2024-08-23","cited_by_count":0,"area":null},{"id":"2409.00199","title":"Unintentional Security Flaws in Code: Automated Defense via Root Cause Analysis","created":"2024-08-30","cited_by_count":0,"area":null},{"id":"2410.20469","title":"Graph Neural Networks on Discriminative Graphs of Words","created":"2024-10-27","cited_by_count":0,"area":null},{"id":"2502.16157","title":"Advanced Text Analytics -- Graph Neural Network for Fake News Detection in Social Media","created":"2025-02-22","cited_by_count":0,"area":null},{"id":"2504.17574","title":"RAGAT-Mind: A Multi-Granular Modeling Approach for Rumor Detection Based on MindSpore","created":"2025-04-24","cited_by_count":0,"area":null},{"id":"2511.11857","title":"Three Stage Narrative Analysis; Plot-Sentiment Breakdown, Structure Learning and Concept Detection","created":"2025-11-14","cited_by_count":0,"area":null},{"id":"2512.11856","title":"GCoDE: Efficient Device-Edge Co-Inference for GNNs via Architecture-Mapping Co-Search","created":"2025-12-05","cited_by_count":0,"area":null},{"id":"2512.20097","title":"A Novel Graph-Sequence Learning Model for Inductive Text Classification","created":"2025-12-23","cited_by_count":0,"area":null},{"id":"2603.00021","title":"From Global to Local: Learning Context-Aware Graph Representations for Document Classification and Summarization","created":"2026-02-03","cited_by_count":0,"area":null},{"id":"2603.03652","title":"Linguistically Informed Graph Model and Semantic Contrastive Learning for Korean Short Text Classification","created":"2026-03-04","cited_by_count":0,"area":null}],"next_cursor":null}