| Fast Approximate Nearest Neighbor Search with a Dynamic Exploration Graph using Continuous Refinement | Jul 19, 2023 | graph construction | CodeCode Available | 1 |
| Multimodal brain age estimation using interpretable adaptive population-graph learning | Jul 10, 2023 | Age Estimationgraph construction | CodeCode Available | 1 |
| BioREx: Improving Biomedical Relation Extraction by Leveraging Heterogeneous Datasets | Jun 19, 2023 | graph constructionMulti-Task Learning | CodeCode Available | 1 |
| Weakly-supervised forced alignment of disfluent speech using phoneme-level modeling | May 30, 2023 | graph construction | CodeCode Available | 1 |
| Dynamic Causal Explanation Based Diffusion-Variational Graph Neural Network for Spatio-temporal Forecasting | May 16, 2023 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| Schema-adaptable Knowledge Graph Construction | May 15, 2023 | graph constructionUIE | CodeCode Available | 1 |
| Continual Multimodal Knowledge Graph Construction | May 15, 2023 | Continual Learninggraph construction | CodeCode Available | 1 |
| Low-Rank Tensor Based Proximity Learning for Multi-View Clustering | May 1, 2023 | Clusteringgraph construction | CodeCode Available | 1 |
| Transductive Few-shot Learning with Prototype-based Label Propagation by Iterative Graph Refinement | Apr 23, 2023 | Few-Shot Learninggraph construction | CodeCode Available | 1 |
| Lane Graph as Path: Continuity-preserving Path-wise Modeling for Online Lane Graph Construction | Mar 15, 2023 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 |
| Connectivity Optimized Nested Graph Networks for Crystal Structures | Feb 27, 2023 | graph construction | CodeCode Available | 1 |
| Transformers Meet Directed Graphs | Jan 31, 2023 | graph constructionGraph Property Prediction | CodeCode Available | 1 |
| The Semantic Scholar Open Data Platform | Jan 24, 2023 | graph construction | CodeCode Available | 1 |
| Vision HGNN: An Image is More than a Graph of Nodes | Jan 1, 2023 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| Joint Multimodal Entity-Relation Extraction Based on Edge-enhanced Graph Alignment Network and Word-pair Relation Tagging | Nov 28, 2022 | graph constructionnamed-entity-recognition | CodeCode Available | 1 |
| A Dataset for Hyper-Relational Extraction and a Cube-Filling Approach | Nov 18, 2022 | graph constructionHyper-Relational Extraction | CodeCode Available | 1 |
| FolkScope: Intention Knowledge Graph Construction for E-commerce Commonsense Discovery | Nov 15, 2022 | graph construction | CodeCode Available | 1 |
| Robust Point Cloud Registration Framework Based on Deep Graph Matching(TPAMI Version) | Nov 9, 2022 | graph constructionGraph Matching | CodeCode Available | 1 |
| Generative Knowledge Graph Construction: A Review | Oct 23, 2022 | graph constructionKnowledge Graphs | CodeCode Available | 1 |
| Schema-aware Reference as Prompt Improves Data-Efficient Knowledge Graph Construction | Oct 19, 2022 | Event Extractiongraph construction | CodeCode Available | 1 |
| Automated Dilated Spatio-Temporal Synchronous Graph Modeling for Traffic Prediction | Jul 22, 2022 | graph constructionRepresentation Learning | CodeCode Available | 1 |
| A Graph-Enhanced Click Model for Web Search | Jun 17, 2022 | graph constructionmodel | CodeCode Available | 1 |
| Discovering and Explaining the Representation Bottleneck of Graph Neural Networks from Multi-order Interactions | May 15, 2022 | graph constructionGraph Learning | CodeCode Available | 1 |
| HDGT: Heterogeneous Driving Graph Transformer for Multi-Agent Trajectory Prediction via Scene Encoding | Apr 30, 2022 | Autonomous Drivinggraph construction | CodeCode Available | 1 |
| GypSum: Learning Hybrid Representations for Code Summarization | Apr 26, 2022 | Code SummarizationDecoder | CodeCode Available | 1 |
| Multi-level Cross-view Contrastive Learning for Knowledge-aware Recommender System | Apr 19, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Multi-Scale Representation Learning on Proteins | Apr 4, 2022 | graph constructionProtein Function Prediction | CodeCode Available | 1 |
| Automatic Biomedical Term Clustering by Learning Fine-grained Term Representations | Apr 1, 2022 | ClusteringContrastive Learning | CodeCode Available | 1 |
| Graph-based Active Learning for Semi-supervised Classification of SAR Data | Mar 31, 2022 | Active Learninggraph construction | CodeCode Available | 1 |
| Understanding Graph Convolutional Networks for Text Classification | Mar 30, 2022 | Classificationgraph construction | CodeCode Available | 1 |
| PDNS-Net: A Large Heterogeneous Graph Benchmark Dataset of Network Resolutions for Graph Learning | Mar 15, 2022 | ClassificationDescriptive | CodeCode Available | 1 |
| Molecular Representation Learning via Heterogeneous Motif Graph Neural Networks | Feb 1, 2022 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| PowerGear: Early-Stage Power Estimation in FPGA HLS via Heterogeneous Edge-Centric GNNs | Jan 25, 2022 | graph constructionGraph Learning | CodeCode Available | 1 |
| Towards Similarity-Aware Time-Series Classification | Jan 5, 2022 | ClassificationDynamic Time Warping | CodeCode Available | 1 |
| SGTR: End-to-end Scene Graph Generation with Transformer | Dec 24, 2021 | graph constructionGraph Generation | CodeCode Available | 1 |
| Outlining and Filling: Hierarchical Query Graph Generation for Answering Complex Questions over Knowledge Graphs | Nov 1, 2021 | graph constructionGraph Generation | CodeCode Available | 1 |
| 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 |
| Fast k-NN Graph Construction by GPU based NN-Descent | Oct 30, 2021 | CPUGPU | CodeCode Available | 1 |
| Molformer: Motif-based Transformer on 3D Heterogeneous Molecular Graphs | Oct 4, 2021 | 3D geometrygraph construction | CodeCode Available | 1 |
| A Graph-Based Neural Model for End-to-End Frame Semantic Parsing | Sep 25, 2021 | graph constructionSemantic Parsing | CodeCode Available | 1 |
| 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 |
| 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 |
| Context-Aware Sparse Deep Coordination Graphs | Jun 5, 2021 | graph constructionGraph Learning | CodeCode Available | 1 |
| 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 |
| BADet: Boundary-Aware 3D Object Detection from Point Clouds | Apr 21, 2021 | 3D Object Detectiongraph construction | CodeCode Available | 1 |