ExEm: Expert Embedding using dominating set theory with deep learning approaches Jan 16, 2020 Graph Embedding Link Prediction
Code Code Available Document Network Projection in Pretrained Word Embedding Space Jan 16, 2020 Clustering General Classification
— Unverified BasConv: Aggregating Heterogeneous Interactions for Basket Recommendation with Graph Convolutional Neural Network Jan 14, 2020 Collaborative Filtering Link Prediction
Code Code Available Social Science Guided Feature Engineering: A Novel Approach to Signed Link Analysis Jan 4, 2020 Feature Engineering Link Prediction
— Unverified Reasoning on Knowledge Graphs with Debate Dynamics Jan 2, 2020 General Classification Knowledge Graphs
Code Code Available Knowledge Graph Embedding via Graph Attenuated Attention Networks Dec 31, 2019 Graph Embedding Knowledge Base Completion
— Unverified Clustering as an Evaluation Protocol for Knowledge Embedding Representation of Categorised Multi-relational Data in the Clinical Domain Dec 29, 2019 Clustering Knowledge Graph Completion
— Unverified Neural Subgraph Isomorphism Counting Dec 25, 2019 Domain Adaptation Graph Learning
Code Code Available Evaluating the Effectiveness of Margin Parameter when Learning Knowledge Embedding Representation for Domain-specific Multi-relational Categorized Data Dec 21, 2019 General Classification Link Prediction
Code Code Available Meta-Graph: Few Shot Link Prediction via Meta Learning Dec 20, 2019 Graph Neural Network Link Prediction
Code Code Available Differentiable Reasoning on Large Knowledge Bases and Natural Language Dec 17, 2019 Link Prediction Question Answering
Code Code Available Bridging the Gap between Community and Node Representations: Graph Embedding via Community Detection Dec 17, 2019 Community Detection Graph Embedding
Code Code Available Fast Computation of Katz Index for Efficient Processing of Link Prediction Queries Dec 13, 2019 Collaborative Filtering Link Prediction
— Unverified Beyond Node Embedding: A Direct Unsupervised Edge Representation Framework for Homogeneous Networks Dec 11, 2019 Link Prediction Network Embedding
— Unverified OpenBioLink: A benchmarking framework for large-scale biomedical link prediction Dec 10, 2019 Benchmarking BIG-bench Machine Learning
Code Code Available Gaussian Embedding of Large-scale Attributed Graphs Dec 2, 2019 Graph Embedding Link Prediction
Code Code Available Sparse Graph Attention Networks Dec 2, 2019 Classification General Classification
Code Code Available Cross-Domain Recommendation via Preference Propagation GraphNet Dec 1, 2019 Link Prediction Transfer Learning
— Unverified Pretrain-KGEs: Learning Knowledge Representation from Pretrained Models for Knowledge Graph Embeddings Dec 1, 2019 Knowledge Graph Completion Knowledge Graph Embeddings
— Unverified JNET: Learning User Representations via Joint Network Embedding and Topic Embedding Dec 1, 2019 Link Prediction Network Embedding
Code Code Available Scalable Deep Generative Relational Model with High-Order Node Dependence Dec 1, 2019 Data Augmentation Link Prediction
Code Code Available Outliers Detection in Networks with Missing Links Nov 29, 2019 Epidemiology Link Prediction
— Unverified RETRO: Relation Retrofitting For In-Database Machine Learning on Textual Data Nov 28, 2019 BIG-bench Machine Learning Imputation
— Unverified Generative Temporal Link Prediction via Self-tokenized Sequence Modeling Nov 26, 2019 Link Prediction Prediction
— Unverified Effective Decoding in Graph Auto-Encoder using Triadic Closure Nov 26, 2019 Clustering Decoder
— Unverified Network Embedding: An Overview Nov 26, 2019 BIG-bench Machine Learning Clustering
— Unverified Time-aware Gradient Attack on Dynamic Network Link Prediction Nov 24, 2019 Adversarial Attack Link Prediction
— Unverified Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction Nov 21, 2019 Graph Embedding Knowledge Graph Completion
Code Code Available Exponential Family Graph Embeddings Nov 20, 2019 Graph Embedding Graph Learning
— Unverified Temporal Knowledge Graph Embedding Model based on Additive Time Series Decomposition Nov 18, 2019 Graph Embedding Knowledge Graph Completion
Code Code Available ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations Nov 18, 2019 Classification General Classification
Code Code Available KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Nov 13, 2019 Entity Embeddings Entity Typing
Code Code Available Tensor Decomposition with Relational Constraints for Predicting Multiple Types of MicroRNA-disease Associations Nov 13, 2019 Knowledge Graphs Link Prediction
Code Code Available Equipping SBMs with RBMs: An Explainable Approach for Analysis of Networks with Covariates Nov 11, 2019 Community Detection Link Prediction
— Unverified Decompressing Knowledge Graph Representations for Link Prediction Nov 11, 2019 Graph Embedding Knowledge Graph Embedding
Code Code Available A Re-evaluation of Knowledge Graph Completion Methods Nov 10, 2019 Knowledge Graph Completion Knowledge Graphs
Code Code Available Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding Nov 9, 2019 Graph Embedding Knowledge Graph Embedding
— Unverified Neural Graph Embedding Methods for Natural Language Processing Nov 8, 2019 Graph Embedding Knowledge Graphs
Code Code Available Composition-based Multi-Relational Graph Convolutional Networks Nov 8, 2019 General Classification Graph Classification
Code Code Available Relation Adversarial Network for Low Resource Knowledge Graph Completion Nov 8, 2019 Domain Adaptation Knowledge Graph Completion
— Unverified SENSE: Semantically Enhanced Node Sequence Embedding Nov 7, 2019 Link Prediction Multi-Label Classification
— Unverified Graph Transformer Networks Nov 6, 2019 General Classification Heterogeneous Node Classification
Code Code Available Hyper-SAGNN: a self-attention based graph neural network for hypergraphs Nov 6, 2019 Graph Neural Network Graph Representation Learning
Code Code Available CoKE: Contextualized Knowledge Graph Embedding Nov 6, 2019 Graph Embedding Knowledge Graph Embedding
Code Code Available Dynamic Graph Embedding via LSTM History Tracking Nov 5, 2019 Anomaly Detection Dynamic graph embedding
— Unverified GraphAIR: Graph Representation Learning with Neighborhood Aggregation and Interaction Nov 5, 2019 Community Detection General Classification
Code Code Available Scalable Deep Generative Relational Models with High-Order Node Dependence Nov 4, 2019 Data Augmentation Link Prediction
— Unverified InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions Nov 1, 2019 Knowledge Graph Embeddings Knowledge Graphs
Code Code Available CaRe: Open Knowledge Graph Embeddings Nov 1, 2019 Knowledge Graph Embeddings Knowledge Graphs
— Unverified DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs Oct 31, 2019 Inductive knowledge graph completion Inductive Link Prediction
Code Code Available 