| PAPooling: Graph-based Position Adaptive Aggregation of Local Geometry in Point Clouds | Nov 28, 2021 | 3D Shape Classificationgraph construction | —Unverified | 0 |
| An analysis of document graph construction methods for AMR summarization | Nov 27, 2021 | graph constructionSentence | —Unverified | 0 |
| A Graph Fusion Approach to Cross-Lingual Machine Reading Comprehension | Nov 16, 2021 | graph constructionMachine Reading Comprehension | —Unverified | 0 |
| Beta Distribution Guided Aspect-aware Graph for Aspect Category Sentiment Analysis with Affective Knowledge | Nov 1, 2021 | Aspect Category Sentiment Analysisgraph construction | CodeCode Available | 1 |
| Extend, don’t rebuild: Phrasing conditional graph modification as autoregressive sequence labelling | Nov 1, 2021 | graph constructionGraph Generation | CodeCode Available | 0 |
| Outlining and Filling: Hierarchical Query Graph Generation for Answering Complex Questions over Knowledge Graphs | Nov 1, 2021 | graph constructionGraph Generation | CodeCode Available | 1 |
| Fast k-NN Graph Construction by GPU based NN-Descent | Oct 30, 2021 | CPUGPU | CodeCode Available | 1 |
| A Double-Graph Based Framework for Frame Semantic Parsing | Oct 16, 2021 | graph constructionSemantic Parsing | —Unverified | 0 |
| An Analysis of COVID-19 Knowledge Graph Construction and Applications | Oct 10, 2021 | graph constructionKnowledge Graphs | —Unverified | 0 |
| Graph Neural Networks in Real-Time Fraud Detection with Lambda Architecture | Oct 9, 2021 | Fraud Detectiongraph construction | —Unverified | 0 |
| SGMNet: Scene Graph Matching Network for Few-Shot Remote Sensing Scene Classification | Oct 9, 2021 | graph constructionGraph Matching | —Unverified | 0 |
| Molformer: Motif-based Transformer on 3D Heterogeneous Molecular Graphs | Oct 4, 2021 | 3D geometrygraph construction | CodeCode Available | 1 |
| Graph-Enhanced Exploration for Goal-oriented Reinforcement Learning | Sep 29, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| A Survey of Graph Neural Networks for Recommender Systems: Challenges, Methods, and Directions | Sep 27, 2021 | graph constructionGraph Neural Network | CodeCode Available | 0 |
| A Graph-Based Neural Model for End-to-End Frame Semantic Parsing | Sep 25, 2021 | graph constructionSemantic Parsing | CodeCode Available | 1 |
| Modality and Negation in Event Extraction | Sep 20, 2021 | Event ExtractionFact Checking | CodeCode Available | 0 |
| Fusion with Hierarchical Graphs for Mulitmodal Emotion Recognition | Sep 15, 2021 | Emotion ClassificationEmotion Recognition | —Unverified | 0 |
| End-to-end argumentation knowledge graph construction | Sep 13, 2021 | 16kFake News Detection | —Unverified | 0 |
| TNNT: The Named Entity Recognition Toolkit | Aug 31, 2021 | graph constructionnamed-entity-recognition | CodeCode Available | 1 |
| Group-Aware Graph Neural Network for Nationwide City Air Quality Forecasting | Aug 27, 2021 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| Learning Skeletal Graph Neural Networks for Hard 3D Pose Estimation | Aug 16, 2021 | 3D Human Pose Estimation3D Pose Estimation | CodeCode Available | 0 |
| Spatio-temporal Parking Behaviour Forecasting and Analysis Before and During COVID-19 | Aug 15, 2021 | Demand ForecastingEpidemiology | —Unverified | 0 |
| Boundary-aware Graph Reasoning for Semantic Segmentation | Aug 9, 2021 | graph constructionSegmentation | —Unverified | 0 |
| PSGR: Pixel-wise Sparse Graph Reasoning for COVID-19 Pneumonia Segmentation in CT Images | Aug 9, 2021 | Computed Tomography (CT)graph construction | —Unverified | 0 |
| Reasoning over Entity-Action-Location Graph for Procedural Text Understanding | Aug 1, 2021 | graph constructionGraph Neural Network | —Unverified | 0 |
| Applications of knowledge graphs for food science and industry | Jul 13, 2021 | Data Visualizationgraph construction | —Unverified | 0 |
| A Survey on Graph-Based Deep Learning for Computational Histopathology | Jul 1, 2021 | Deep Learninggraph construction | —Unverified | 0 |
| Multiple Graph Learning for Scalable Multi-view Clustering | Jun 29, 2021 | Clusteringgraph construction | —Unverified | 0 |
| A Cascade Dual-Decoder Model for Joint Entity and Relation Extraction | Jun 27, 2021 | Decodergraph construction | CodeCode Available | 1 |
| ABCD: A Graph Framework to Convert Complex Sentences to a Covering Set of Simple Sentences | Jun 22, 2021 | Argument MiningDecoder | CodeCode Available | 1 |
| Structured Sparse R-CNN for Direct Scene Graph Generation | Jun 21, 2021 | graph constructionGraph Generation | CodeCode Available | 1 |
| G2DA: Geometry-Guided Dual-Alignment Learning for RGB-Infrared Person Re-Identification | Jun 15, 2021 | graph constructionGraph Learning | —Unverified | 0 |
| Planning Spatial Networks with Monte Carlo Tree Search | Jun 12, 2021 | graph construction | —Unverified | 0 |
| Graph Neural Networks for Natural Language Processing: A Survey | Jun 10, 2021 | Decodergraph construction | CodeCode Available | 2 |
| TabularNet: A Neural Network Architecture for Understanding Semantic Structures of Tabular Data | Jun 6, 2021 | graph construction | —Unverified | 0 |
| Context-Aware Sparse Deep Coordination Graphs | Jun 5, 2021 | graph constructionGraph Learning | CodeCode Available | 1 |
| AliCG: Fine-grained and Evolvable Conceptual Graph Construction for Semantic Search at Alibaba | Jun 3, 2021 | graph constructionKnowledge Graphs | —Unverified | 0 |
| End-to-End NLP Knowledge Graph Construction | Jun 2, 2021 | graph construction | —Unverified | 0 |
| Jointly Extracting Explicit and Implicit Relational Triples with Reasoning Pattern Enhanced Binary Pointer Network | Jun 1, 2021 | graph constructionImplicit Relations | —Unverified | 0 |
| Deep Learning on Graphs for Natural Language Processing | Jun 1, 2021 | Deep Learninggraph construction | —Unverified | 0 |
| ConvoSumm: Conversation Summarization Benchmark and Improved Abstractive Summarization with Argument Mining | Jun 1, 2021 | Abstractive Text SummarizationArgument Mining | CodeCode Available | 1 |
| DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph Construction | May 31, 2021 | graph constructionKnowledge Graphs | CodeCode Available | 1 |
| Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question Answering | May 25, 2021 | Abstract Meaning RepresentationARC | CodeCode Available | 1 |
| Adaptive Hypergraph Convolutional Network for No-Reference 360-degree Image Quality Assessment | May 19, 2021 | graph constructionImage Quality Assessment | —Unverified | 0 |
| Semi-supervised Superpixel-based Multi-Feature Graph Learning for Hyperspectral Image Data | Apr 27, 2021 | graph constructionGraph Learning | —Unverified | 0 |
| BADet: Boundary-Aware 3D Object Detection from Point Clouds | Apr 21, 2021 | 3D Object Detectiongraph construction | CodeCode Available | 1 |
| GKD: Semi-supervised Graph Knowledge Distillation for Graph-Independent Inference | Apr 8, 2021 | Disease Predictiongraph construction | CodeCode Available | 0 |
| Charged particle tracking via edge-classifying interaction networks | Mar 30, 2021 | Edge Classificationgraph construction | CodeCode Available | 1 |
| Graph-based Facial Affect Analysis: A Review | Mar 29, 2021 | graph constructionRelational Reasoning | —Unverified | 0 |
| Large-Scale Approximate k-NN Graph Construction on GPU | Mar 29, 2021 | GPUgraph construction | CodeCode Available | 0 |