RNNLogic: Learning Logic Rules for Reasoning on Knowledge Graphs Oct 8, 2020 Knowledge Graphs
Code Code Available TeMP: Temporal Message Passing for Temporal Knowledge Graph Completion Oct 7, 2020 Imputation Knowledge Graph Completion
Code Code Available Inductive Entity Representations from Text via Link Prediction Oct 7, 2020 Inductive knowledge graph completion Inductive Link Prediction
Code Code Available Knowledge Association with Hyperbolic Knowledge Graph Embeddings Oct 5, 2020 Entity Alignment Graph Neural Network
Code Code Available SumGNN: Multi-typed Drug Interaction Prediction via Efficient Knowledge Graph Summarization Oct 4, 2020 Data Integration Graph Neural Network
Code Code Available OWL2Vec*: Embedding of OWL Ontologies Sep 30, 2020 Knowledge Graphs Language Modelling
Code Code Available CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language Models Sep 29, 2020 Knowledge Graphs
Code Code Available Information Obfuscation of Graph Neural Networks Sep 28, 2020 Adversarial Defense Graph Representation Learning
Code Code Available Multi-Relational Embedding for Knowledge Graph Representation and Analysis Sep 28, 2020 Computational Efficiency Graph Embedding
Code Code Available Visual Pivoting for (Unsupervised) Entity Alignment Sep 28, 2020 Entity Alignment Knowledge Graphs
Code Code Available QuatRE: Relation-Aware Quaternions for Knowledge Graph Embeddings Sep 26, 2020 Knowledge Graph Completion Knowledge Graph Embeddings
Code Code Available Message Passing for Hyper-Relational Knowledge Graphs Sep 22, 2020 Knowledge Graphs Link Prediction
Code Code Available Extracting Summary Knowledge Graphs from Long Documents Sep 19, 2020 Graph Learning Knowledge Graphs
Code Code Available RDF2Vec Light -- A Lightweight Approach for Knowledge Graph Embeddings Sep 16, 2020 Graph Embedding Knowledge Graph Embedding
Code Code Available CoDEx: A Comprehensive Knowledge Graph Completion Benchmark Sep 16, 2020 Benchmarking Knowledge Graph Completion
Code Code Available Transfer Learning of Graph Neural Networks with Ego-graph Information Maximization Sep 11, 2020 Knowledge Graphs Transfer Learning
Code Code Available Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention Networks Sep 10, 2020 Dialog Relation Extraction Graph Attention
Code Code Available Rule-Guided Graph Neural Networks for Recommender Systems Sep 9, 2020 Collaborative Filtering Knowledge Graphs
Code Code Available LowFER: Low-rank Bilinear Pooling for Link Prediction Aug 25, 2020 Knowledge Graph Completion Knowledge Graphs
Code Code Available MMEA: Entity Alignment for Multi-Modal Knowledge Graphs Aug 20, 2020 Entity Alignment Knowledge Graphs
Code Code Available Relational Reflection Entity Alignment Aug 18, 2020 Entity Alignment Knowledge Graphs
Code Code Available Quaternion Graph Neural Networks Aug 12, 2020 General Classification Graph Classification
Code Code Available Convolutional Complex Knowledge Graph Embeddings Aug 7, 2020 Knowledge Graph Embeddings Knowledge Graphs
Code Code Available WordCraft: An Environment for Benchmarking Commonsense Agents Jul 17, 2020 Benchmarking Knowledge Graphs
Code Code Available OBA: An Ontology-Based Framework for Creating REST APIs for Knowledge Graphs Jul 17, 2020 Knowledge Graphs
Code Code Available Investigating Pretrained Language Models for Graph-to-Text Generation Jul 16, 2020 AMR-to-Text Generation Data-to-Text Generation
Code Code Available BoxE: A Box Embedding Model for Knowledge Base Completion Jul 13, 2020 Knowledge Base Completion Knowledge Graphs
Code Code Available Improving Conversational Recommender Systems via Knowledge Graph based Semantic Fusion Jul 8, 2020 Knowledge Graphs Recommendation Systems
Code Code Available Jointly Non-Sampling Learning for Knowledge Graph Enhanced Recommendation Jul 1, 2020 Graph Embedding Knowledge Graph Embedding
Code Code Available Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base Embeddings Jul 1, 2020 Answer Selection Knowledge Graphs
Code Code Available Diverse and Informative Dialogue Generation with Context-Specific Commonsense Knowledge Awareness Jul 1, 2020 Dialogue Generation Knowledge Graphs
Code Code Available A Simple Approach to Case-Based Reasoning in Knowledge Bases Jun 25, 2020 Knowledge Graphs Meta-Learning
Code Code Available Benchmark and Best Practices for Biomedical Knowledge Graph Embeddings Jun 24, 2020 Graph Embedding Knowledge Graph Embedding
Code Code Available Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task Learning Jun 23, 2020 Knowledge Graphs Multi-Task Learning
Code Code Available Zero-Shot Learning with Common Sense Knowledge Graphs Jun 18, 2020 Generalized Zero-Shot Learning Knowledge Graphs
Code Code Available Knowledge Embedding Based Graph Convolutional Network Jun 12, 2020 Graph Embedding Knowledge Graph Embedding
Code Code Available CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle Training Jun 8, 2020 Graph Generation Knowledge Graphs
Code Code Available KGTK: A Toolkit for Large Knowledge Graph Manipulation and Analysis May 29, 2020 Knowledge Graphs
Code Code Available MVIN: Learning Multiview Items for Recommendation May 26, 2020 Graph Neural Network Knowledge Graphs
Code Code Available Neighborhood Matching Network for Entity Alignment May 12, 2020 Entity Alignment Graph Sampling
Code Code Available SEEK: Segmented Embedding of Knowledge Graphs May 2, 2020 Graph Embedding Knowledge Graph Embedding
Code Code Available Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question Answering May 2, 2020 Knowledge Graphs Language Modeling
Code Code Available Explainable Link Prediction for Emerging Entities in Knowledge Graphs May 1, 2020 Knowledge Graphs Link Prediction
Code Code Available Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question Answering May 1, 2020 Knowledge Graphs Question Answering
Code Code Available Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion Apr 30, 2020 Graph Embedding Knowledge Graph Completion
Code Code Available ENT-DESC: Entity Description Generation by Exploring Knowledge Graph Apr 30, 2020 Graph-to-Sequence KG-to-Text Generation
Code Code Available Out-of-Sample Representation Learning for Multi-Relational Graphs Apr 28, 2020 Knowledge Graphs Representation Learning
Code Code Available KACC: A Multi-task Benchmark for Knowledge Abstraction, Concretization and Completion Apr 28, 2020 Knowledge Graphs Transfer Learning
Code Code Available TransEdge: Translating Relation-contextualized Embeddings for Knowledge Graphs Apr 22, 2020 Entity Alignment Entity Embeddings
Code Code Available LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction Apr 21, 2020 Graph Embedding Knowledge Graph Embedding
Code Code Available 