| Enhanced Multi-Channel Graph Convolutional Network for Aspect Sentiment Triplet Extraction | May 1, 2022 | Aspect Sentiment Triplet ExtractionRelation | CodeCode Available | 1 |
| Event-Event Relation Extraction using Probabilistic Box Embedding | May 1, 2022 | Event Relation ExtractionMulti-class Classification | CodeCode Available | 1 |
| Joint Entity and Relation Extraction Based on Table Labeling Using Convolutional Neural Networks | May 1, 2022 | Joint Entity and Relation ExtractionLanguage Modeling | CodeCode Available | 1 |
| None Class Ranking Loss for Document-Level Relation Extraction | May 1, 2022 | Document-level Relation ExtractionEmotion Classification | CodeCode Available | 1 |
| RFBFN: A Relation-First Blank Filling Network for Joint Relational Triple Extraction | May 1, 2022 | Relation | 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 |
| Hybrid Relation Guided Set Matching for Few-shot Action Recognition | Apr 28, 2022 | Action RecognitionFew Shot Action Recognition | CodeCode Available | 1 |
| Document-Level Relation Extraction with Sentences Importance Estimation and Focusing | Apr 27, 2022 | Dialog Relation ExtractionDocument-level Relation Extraction | CodeCode Available | 1 |
| Eliminating Backdoor Triggers for Deep Neural Networks Using Attention Relation Graph Distillation | Apr 21, 2022 | backdoor defenseKnowledge Distillation | CodeCode Available | 1 |
| Does Recommend-Revise Produce Reliable Annotations? An Analysis on Missing Instances in DocRED | Apr 17, 2022 | Document-level Relation ExtractionRelation | CodeCode Available | 1 |
| A Distant Supervision Corpus for Extracting Biomedical Relationships Between Chemicals, Diseases and Genes | Apr 13, 2022 | Document-level Relation ExtractionRelation | CodeCode Available | 1 |
| MedDistant19: Towards an Accurate Benchmark for Broad-Coverage Biomedical Relation Extraction | Apr 10, 2022 | RelationRelation Extraction | CodeCode Available | 1 |
| BioRED: A Rich Biomedical Relation Extraction Dataset | Apr 8, 2022 | BenchmarkingBinary Relation Extraction | CodeCode Available | 1 |
| DSGN++: Exploiting Visual-Spatial Relation for Stereo-based 3D Detectors | Apr 6, 2022 | 3D geometry3D Object Detection | CodeCode Available | 1 |
| Video Demoireing with Relation-Based Temporal Consistency | Apr 6, 2022 | Relation | CodeCode Available | 1 |
| A sequence-to-sequence approach for document-level relation extraction | Apr 3, 2022 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 |
| VRKG4Rec: Virtual Relational Knowledge Graphs for Recommendation | Apr 3, 2022 | Knowledge GraphsRecommendation Systems | CodeCode Available | 1 |
| Selecting Optimal Context Sentences for Event-Event Relation Extraction | Apr 2, 2022 | Event Relation ExtractionRelation | CodeCode Available | 1 |
| Exploring Intra- and Inter-Video Relation for Surgical Semantic Scene Segmentation | Mar 29, 2022 | Contrastive LearningRelation | CodeCode Available | 1 |
| Instance Relation Graph Guided Source-Free Domain Adaptive Object Detection | Mar 29, 2022 | Domain AdaptationKnowledge Distillation | CodeCode Available | 1 |
| Large-scale Bilingual Language-Image Contrastive Learning | Mar 28, 2022 | Contrastive LearningProper Noun | CodeCode Available | 1 |
| R-DFCIL: Relation-Guided Representation Learning for Data-Free Class Incremental Learning | Mar 24, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Pre-training to Match for Unified Low-shot Relation Extraction | Mar 23, 2022 | Meta-LearningRelation | CodeCode Available | 1 |
| Document-Level Relation Extraction with Adaptive Focal Loss and Knowledge Distillation | Mar 21, 2022 | Document-level Relation ExtractionKnowledge Distillation | CodeCode Available | 1 |
| Learning to Reason Deductively: Math Word Problem Solving as Complex Relation Extraction | Mar 19, 2022 | MathMath Word Problem Solving | CodeCode Available | 1 |
| Relationformer: A Unified Framework for Image-to-Graph Generation | Mar 19, 2022 | Graph GenerationObject | CodeCode Available | 1 |
| Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation | Mar 17, 2022 | Entity EmbeddingsFederated Learning | CodeCode Available | 1 |
| Biasing Like Human: A Cognitive Bias Framework for Scene Graph Generation | Mar 17, 2022 | Graph GenerationPredicate Classification | CodeCode Available | 1 |
| RelationPrompt: Leveraging Prompts to Generate Synthetic Data for Zero-Shot Relation Triplet Extraction | Mar 17, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Weak Augmentation Guided Relational Self-Supervised Learning | Mar 16, 2022 | Contrastive LearningRelation | CodeCode Available | 1 |
| Multimodal Learning on Graphs for Disease Relation Extraction | Mar 16, 2022 | Knowledge GraphsRelation | CodeCode Available | 1 |
| Sparse Local Patch Transformer for Robust Face Alignment and Landmarks Inherent Relation Learning | Mar 13, 2022 | Face AlignmentRelation | CodeCode Available | 1 |
| MORE: Multi-Order RElation Mining for Dense Captioning in 3D Scenes | Mar 10, 2022 | 3D dense captioningDense Captioning | CodeCode Available | 1 |
| Consistent Representation Learning for Continual Relation Extraction | Mar 5, 2022 | Continual Relation ExtractionContrastive Learning | CodeCode Available | 1 |
| Continual Few-shot Relation Learning via Embedding Space Regularization and Data Augmentation | Mar 4, 2022 | Data AugmentationRelation | CodeCode Available | 1 |
| Exploring Patch-wise Semantic Relation for Contrastive Learning in Image-to-Image Translation Tasks | Mar 3, 2022 | Contrastive LearningImage-to-Image Translation | CodeCode Available | 1 |
| Personalized Federated Learning With Graph | Mar 2, 2022 | Federated LearningPersonalized Federated Learning | CodeCode Available | 1 |
| HiCLRE: A Hierarchical Contrastive Learning Framework for Distantly Supervised Relation Extraction | Feb 27, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Relational Surrogate Loss Learning | Feb 26, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Structured Multi-task Learning for Molecular Property Prediction | Feb 22, 2022 | Drug DiscoveryGraph Neural Network | CodeCode Available | 1 |
| 3DRM:Pair-wise relation module for 3D object detection | Feb 20, 2022 | 3D Object DetectionObject | CodeCode Available | 1 |
| ARM3D: Attention-based relation module for indoor 3D object detection | Feb 20, 2022 | 3D Object DetectionGraph Embedding | CodeCode Available | 1 |
| HousE: Knowledge Graph Embedding with Householder Parameterization | Feb 16, 2022 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| ACORT: A Compact Object Relation Transformer for Parameter Efficient Image Captioning | Feb 11, 2022 | Image CaptioningRelation | CodeCode Available | 1 |
| DeepDrug: A General Graph-Based Deep Learning Framework for Drug Relation Prediction | Feb 10, 2022 | RelationRelation Prediction | CodeCode Available | 1 |
| Graph-Based Stock Recommendation by Time-Aware Relational Attention Network | Feb 1, 2022 | RelationStock Prediction | CodeCode Available | 1 |
| Label Relation Graphs Enhanced Hierarchical Residual Network for Hierarchical Multi-Granularity Classification | Jan 10, 2022 | Fine-Grained Image ClassificationRelation | CodeCode Available | 1 |
| Multi-Behavior Enhanced Recommendation with Cross-Interaction Collaborative Relation Modeling | Jan 7, 2022 | Collaborative FilteringRecommendation Systems | CodeCode Available | 1 |
| Spatial-Temporal Sequential Hypergraph Network for Crime Prediction with Dynamic Multiplex Relation Learning | Jan 7, 2022 | Crime PredictionRelation | CodeCode Available | 1 |
| Balanced and Hierarchical Relation Learning for One-Shot Object Detection | Jan 1, 2022 | Metric Learningobject-detection | CodeCode Available | 1 |
