| Domain Adaptation with Representation Learning and Nonlinear Relation for Time Series | Feb 15, 2022 | Activity RecognitionDomain Adaptation | CodeCode Available | 0 |
| Texture Aware Autoencoder Pre-training And Pairwise Learning Refinement For Improved Iris Recognition | Feb 15, 2022 | DenoisingIris Recognition | —Unverified | 0 |
| Towards Effective Multi-Task Interaction for Entity-Relation Extraction: A Unified Framework with Selection Recurrent Network | Feb 15, 2022 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Modeling Intention, Emotion and External World in Dialogue Systems | Feb 14, 2022 | Relation | —Unverified | 0 |
| Improving Fraud Detection via Hierarchical Attention-based Graph Neural Network | Feb 12, 2022 | Fraud DetectionGraph Neural Network | —Unverified | 0 |
| ACORT: A Compact Object Relation Transformer for Parameter Efficient Image Captioning | Feb 11, 2022 | Image CaptioningRelation | CodeCode Available | 1 |
| Multi-relation Message Passing for Multi-label Text Classification | Feb 10, 2022 | Classificationimage-classification | CodeCode Available | 0 |
| DeepDrug: A General Graph-Based Deep Learning Framework for Drug Relation Prediction | Feb 10, 2022 | RelationRelation Prediction | CodeCode Available | 1 |
| DALL-Eval: Probing the Reasoning Skills and Social Biases of Text-to-Image Generation Models | Feb 8, 2022 | DiagnosticImage Captioning | CodeCode Available | 3 |
| Approximate Bisimulation Relations for Neural Networks and Application to Assured Neural Network Compression | Feb 2, 2022 | Neural Network CompressionRelation | —Unverified | 0 |
| Towards a Theoretical Understanding of Word and Relation Representation | Feb 1, 2022 | Knowledge GraphsRelation | —Unverified | 0 |
| Graph-Based Stock Recommendation by Time-Aware Relational Attention Network | Feb 1, 2022 | RelationStock Prediction | CodeCode Available | 1 |
| Compositional Multi-Object Reinforcement Learning with Linear Relation Networks | Jan 31, 2022 | Graph Neural NetworkObject | —Unverified | 0 |
| RelTR: Relation Transformer for Scene Graph Generation | Jan 27, 2022 | DecoderGraph Generation | CodeCode Available | 2 |
| RTNet: Relation Transformer Network for Diabetic Retinopathy Multi-lesion Segmentation | Jan 26, 2022 | Lesion DetectionLesion Segmentation | —Unverified | 0 |
| Jointly Learning Knowledge Embedding and Neighborhood Consensus with Relational Knowledge Distillation for Entity Alignment | Jan 25, 2022 | BenchmarkingEntity Alignment | —Unverified | 0 |
| Conceptor Learning for Class Activation Mapping | Jan 21, 2022 | Relation | —Unverified | 0 |
| Hierarchical Relation-Guided Type-Sentence Alignment for Long-Tail Relation Extraction with Distant Supervision | Jan 16, 2022 | AttributeKnowledge Graphs | —Unverified | 0 |
| Unsupervised Common Sense Relation Extraction | Jan 16, 2022 | Common Sense ReasoningRelation | —Unverified | 0 |
| A Dataset for N-ary Relation Extraction of Drug Combinations | Jan 16, 2022 | RelationRelation Extraction | —Unverified | 0 |
| A Text-Image Pair Is not Enough: Language-Vision Relation Inference with Auxiliary Modality Translation | Jan 16, 2022 | Cross-Modal Retrievalimage-classification | —Unverified | 0 |
| Great~Truths~are ~Always ~Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models | Jan 16, 2022 | Graph Neural NetworkKnowledge Graphs | —Unverified | 0 |
| RGL: A Simple yet Effective Relation Graph Augmented Prompt-based Tuning Approach for Few-Shot Learning | Jan 16, 2022 | Few-Shot LearningLink Prediction | CodeCode Available | 0 |
| A Cueing Strategy with Prompt Tuning for Relation Extraction | Jan 16, 2022 | RelationRelation Extraction | —Unverified | 0 |
| Meta-CQG: A Meta-Learning Framework for Complex Question Generation over Knowledge Graph | Jan 16, 2022 | DecoderMeta-Learning | —Unverified | 0 |
| A Relation Semantic Information Attentive Stereoscopic Framework for Relational Triple Extraction | Jan 16, 2022 | RelationSentence | —Unverified | 0 |
| Modeling Multi-Granularity Hierarchical Features for Relation Extraction | Jan 16, 2022 | RelationRelation Extraction | —Unverified | 0 |
| Distant Supervision for Relation Extraction with Hierarchical Attention-Based Networks | Jan 16, 2022 | RelationRelation Extraction | —Unverified | 0 |
| Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis | Jan 16, 2022 | counterfactualRelation | —Unverified | 0 |
| Minimally-Supervised Relation Induction from Pre-trained Language Model | Jan 16, 2022 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Prompt-based Zero-shot Relation Classification with Semantic Knowledge Augmentation | Jan 16, 2022 | RelationRelation Classification | —Unverified | 0 |
| TEMPLATE: TempRel Classification Model Trained with Embedded Temporal Relation Knowledge | Jan 16, 2022 | ClassificationRelation | —Unverified | 0 |
| Learning to Borrow– Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph Completion | Jan 16, 2022 | Entity EmbeddingsGraph Embedding | —Unverified | 0 |
| Mining Information from Event Structure Relation Graph for Event Argument Extraction | Jan 16, 2022 | Event Argument ExtractionEvent Extraction | —Unverified | 0 |
| CLoCE:Contrastive Learning Optimize Continous Prompt Embedding Space in Relation Extraction | Jan 16, 2022 | Contrastive LearningRelation | —Unverified | 0 |
| Enhanced Protein-Protein Interactions Extraction from the Literature using Entity Type- and Position-aware Representation | Jan 16, 2022 | PositionRelation | —Unverified | 0 |
| GraphCache: Message Passing as Caching for Sentence-Level Relation Extraction | Jan 16, 2022 | Graph Neural NetworkRelation | —Unverified | 0 |
| Generate it. A simple method for End-to-End Relation Extraction | Jan 16, 2022 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| Emphasis on Easy Samples for Distantly Supervised Relation Extraction | Jan 16, 2022 | RelationRelation Extraction | —Unverified | 0 |
| MedDistant19: A Challenging Benchmark for Distantly Supervised Biomedical Relation Extraction | Jan 16, 2022 | RelationRelation Extraction | —Unverified | 0 |
| Temporal Relation Extraction with a Graph-Based Deep Biaffine Attention Model | Jan 16, 2022 | Natural Language UnderstandingRelation | —Unverified | 0 |
| Document-level Relation Extraction with Context Guided Mention Integration and Inter-pair Reasoning | Jan 13, 2022 | Document-level Relation ExtractionRelation | —Unverified | 0 |
| Recognizing semantic relation in sentence pairs using Tree-RNNs and Typed dependencies | Jan 13, 2022 | Natural Language InferenceRelation | —Unverified | 0 |
| Biochemical Space Language in Relation to Multiset Rewriting Systems | Jan 12, 2022 | Relation | —Unverified | 0 |
| Label Relation Graphs Enhanced Hierarchical Residual Network for Hierarchical Multi-Granularity Classification | Jan 10, 2022 | Fine-Grained Image ClassificationRelation | CodeCode Available | 1 |
| Spatial-Temporal Sequential Hypergraph Network for Crime Prediction with Dynamic Multiplex Relation Learning | Jan 7, 2022 | Crime PredictionRelation | CodeCode Available | 1 |
| Multi-Behavior Enhanced Recommendation with Cross-Interaction Collaborative Relation Modeling | Jan 7, 2022 | Collaborative FilteringRecommendation Systems | CodeCode Available | 1 |
| DigNet: Digging Clues from Local-Global Interactive Graph for Aspect-level Sentiment Classification | Jan 4, 2022 | RelationSentiment Analysis | —Unverified | 0 |
| Informed Multi-context Entity Alignment | Jan 2, 2022 | Entity AlignmentEntity Embeddings | CodeCode Available | 0 |
| Object-Relation Reasoning Graph for Action Recognition | Jan 1, 2022 | Action RecognitionAttribute | —Unverified | 0 |