| gBuilder: A Scalable Knowledge Graph Construction System for Unstructured Corpus | Aug 20, 2022 | graph constructionScheduling | —Unverified | 0 |
| Tree species classification from hyperspectral data using graph-regularized neural networks | Aug 18, 2022 | Classificationgraph construction | —Unverified | 0 |
| Oversquashing in GNNs through the lens of information contraction and graph expansion | Aug 6, 2022 | graph construction | CodeCode Available | 0 |
| Automated Dilated Spatio-Temporal Synchronous Graph Modeling for Traffic Prediction | Jul 22, 2022 | graph constructionRepresentation Learning | CodeCode Available | 1 |
| Graph CNN for Moving Object Detection in Complex Environments from Unseen Videos | Jul 13, 2022 | Change DetectionDeep Learning | —Unverified | 0 |
| Healthcare Knowledge Graph Construction: State-of-the-art, open issues, and opportunities | Jul 8, 2022 | graph constructionKnowledge Graphs | —Unverified | 0 |
| Discourse-Aware Graph Networks for Textual Logical Reasoning | Jul 4, 2022 | graph constructionLogical Reasoning | —Unverified | 0 |
| A Double-Graph Based Framework for Frame Semantic Parsing | Jun 18, 2022 | graph constructionSemantic Parsing | CodeCode Available | 0 |
| A Graph-Enhanced Click Model for Web Search | Jun 17, 2022 | graph constructionmodel | CodeCode Available | 1 |
| Knowledge Graph Construction and Its Application in Automatic Radiology Report Generation from Radiologist's Dictation | Jun 13, 2022 | graph constructionSemantic Similarity | —Unverified | 0 |
| Novel projection schemes for graph-based Light Field coding | Jun 9, 2022 | Decodergraph construction | —Unverified | 0 |
| iLab at FinCausal 2022: Enhancing Causality Detection with an External Cause-Effect Knowledge Graph | Jun 1, 2022 | graph constructionGraph Embedding | —Unverified | 0 |
| A Graph-Based Method for Unsupervised Knowledge Discovery from Financial Texts | Jun 1, 2022 | graph constructionRelation Extraction | —Unverified | 0 |
| Construction de Graphes de Connaissance à partir de textes avec une I.A. centrée-utilisateur (Knowledge Graph Construction from Texts with an User-Centric A) | Jun 1, 2022 | graph construction | —Unverified | 0 |
| Multi-modal Protein Knowledge Graph Construction and Applications | May 27, 2022 | graph construction | —Unverified | 0 |
| StereoKG: Data-Driven Knowledge Graph Construction for Cultural Knowledge and Stereotypes | May 27, 2022 | Fairnessgraph construction | CodeCode Available | 0 |
| Hardness of Maximum Likelihood Learning of DPPs | May 24, 2022 | graph constructionPoint Processes | —Unverified | 0 |
| Discovering and Explaining the Representation Bottleneck of Graph Neural Networks from Multi-order Interactions | May 15, 2022 | graph constructionGraph Learning | CodeCode Available | 1 |
| Relational Triple Extraction: One Step is Enough | May 11, 2022 | graph constructionSentence | —Unverified | 0 |
| Interpretable Machine Learning for Self-Service High-Risk Decision-Making | May 9, 2022 | AttributeBIG-bench Machine Learning | —Unverified | 0 |
| HDGT: Heterogeneous Driving Graph Transformer for Multi-Agent Trajectory Prediction via Scene Encoding | Apr 30, 2022 | Autonomous Drivinggraph construction | CodeCode Available | 1 |
| Self-Aware Feedback-Based Self-Learning in Large-Scale Conversational AI | Apr 29, 2022 | Data Augmentationgraph construction | —Unverified | 0 |
| Degree aware based adversarial graph convolutional networks for entity alignment in heterogeneous knowledge graph | Apr 28, 2022 | Entity AlignmentGenerative Adversarial Network | —Unverified | 0 |
| 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 |
| Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale | Apr 15, 2022 | graph construction | —Unverified | 0 |
| LDPC codes: tracking non-stationary channel noise using sequential variational Bayesian estimates | Apr 13, 2022 | graph construction | —Unverified | 0 |
| Multi-Scale Representation Learning on Proteins | Apr 4, 2022 | graph constructionProtein Function Prediction | CodeCode Available | 1 |
| Graph-based Approximate NN Search: A Revisit | Apr 2, 2022 | CPUGPU | —Unverified | 0 |
| 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 |
| Hierarchical Transformer Model for Scientific Named Entity Recognition | Mar 28, 2022 | Data Augmentationgraph construction | CodeCode Available | 0 |
| PDNS-Net: A Large Heterogeneous Graph Benchmark Dataset of Network Resolutions for Graph Learning | Mar 15, 2022 | ClassificationDescriptive | CodeCode Available | 1 |
| OneRel:Joint Entity and Relation Extraction with One Module in One Step | Mar 10, 2022 | graph constructionJoint Entity and Relation Extraction | —Unverified | 0 |
| Transferring Dual Stochastic Graph Convolutional Network for Facial Micro-expression Recognition | Mar 10, 2022 | graph constructionMicro Expression Recognition | —Unverified | 0 |
| Identifying OCRs in cfDNA WGS Data by Correlation Clustering | Feb 19, 2022 | Clusteringgraph construction | —Unverified | 0 |
| Approximate Nearest Neighbor Search under Neural Similarity Metric for Large-Scale Recommendation | Feb 14, 2022 | graph constructionRecommendation Systems | —Unverified | 0 |
| An efficient implementation of graph-based invariant set algorithm for constrained nonlinear dynamical systems | Feb 12, 2022 | graph construction | —Unverified | 0 |
| Multi-Modal Knowledge Graph Construction and Application: A Survey | Feb 11, 2022 | graph constructionKnowledge Graphs | —Unverified | 0 |
| Molecular Representation Learning via Heterogeneous Motif Graph Neural Networks | Feb 1, 2022 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| Self-supervised Graphs for Audio Representation Learning with Limited Labeled Data | Jan 31, 2022 | Emotion RecognitionEvent Detection | CodeCode Available | 0 |
| PowerGear: Early-Stage Power Estimation in FPGA HLS via Heterogeneous Edge-Centric GNNs | Jan 25, 2022 | graph constructionGraph Learning | CodeCode Available | 1 |
| A Graph Fusion Approach for Cross-Lingual Machine Reading Comprehension | Jan 16, 2022 | graph constructionMachine Reading Comprehension | —Unverified | 0 |
| BERN2: an advanced neural biomedical named entity recognition and normalization tool | Jan 6, 2022 | graph constructionnamed-entity-recognition | CodeCode Available | 2 |
| Towards Similarity-Aware Time-Series Classification | Jan 5, 2022 | ClassificationDynamic Time Warping | CodeCode Available | 1 |
| Node-Aligned Graph Convolutional Network for Whole-Slide Image Representation and Classification | Jan 1, 2022 | Clusteringgraph construction | CodeCode Available | 0 |
| SGTR: End-to-end Scene Graph Generation with Transformer | Dec 24, 2021 | graph constructionGraph Generation | CodeCode Available | 1 |
| Road Extraction from Overhead Images with Graph Neural Networks | Dec 9, 2021 | graph constructionGraph Neural Network | —Unverified | 0 |
| Graph4Rec: A Universal Toolkit with Graph Neural Networks for Recommender Systems | Dec 2, 2021 | graph constructionGraph Neural Network | CodeCode Available | 2 |