Combining Label Propagation and Simple Models Out-performs Graph Neural Networks Oct 27, 2020 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available Personalised Meta-path Generation for Heterogeneous GNNs Oct 26, 2020 Deep Reinforcement Learning Graph Representation Learning
Code Code Available Deep Kernel Supervised Hashing for Node Classification in Structural Networks Oct 26, 2020 Classification General Classification
— Unverified Co-embedding of Nodes and Edges with Graph Neural Networks Oct 25, 2020 BIG-bench Machine Learning Graph Classification
— Unverified Uncertainty Aware Semi-Supervised Learning on Graph Data Oct 24, 2020 Node Classification Out of Distribution (OOD) Detection
Code Code Available Pathfinder Discovery Networks for Neural Message Passing Oct 24, 2020 Graph Attention Node Classification
Code Code Available Graph Geometry Interaction Learning Oct 23, 2020 Link Prediction Node Classification
Code Code Available On the Equivalence of Decoupled Graph Convolution Network and Label Propagation Oct 23, 2020 Node Classification Pseudo Label
Code Code Available Joint Use of Node Attributes and Proximity for Semi-Supervised Classification on Graphs Oct 22, 2020 General Classification Node Classification
— Unverified Should Graph Convolution Trust Neighbors? A Simple Causal Inference Method Oct 22, 2020 Blocking Causal Inference
Code Code Available Line Graph Neural Networks for Link Prediction Oct 20, 2020 Classification General Classification
Code Code Available Bayesian Attention Modules Oct 20, 2020 Image Captioning Machine Translation
Code Code Available Anisotropic Graph Convolutional Network for Semi-supervised Learning Oct 20, 2020 Classification General Classification
— Unverified Robust Optimization as Data Augmentation for Large-scale Graphs Oct 19, 2020 Data Augmentation Graph Classification
Code Code Available Meta-path Free Semi-supervised Learning for Heterogeneous Networks Oct 18, 2020 Graph Neural Network Node Classification
— Unverified InstantEmbedding: Efficient Local Node Representations Oct 14, 2020 Link Prediction Node Classification
— Unverified Factorizable Graph Convolutional Networks Oct 12, 2020 Graph Classification Graph Regression
Code Code Available Unsupervised Joint k-node Graph Representations with Compositional Energy-Based Models Oct 8, 2020 Graph Neural Network Node Classification
— Unverified Inductive Entity Representations from Text via Link Prediction Oct 7, 2020 Inductive knowledge graph completion Inductive Link Prediction
Code Code Available Directional Graph Networks Oct 6, 2020 Data Augmentation Graph Classification
Code Code Available NodeSig: Binary Node Embeddings via Random Walk Diffusion Oct 1, 2020 Graph Representation Learning Link Prediction
— Unverified Spectral Embedding of Graph Networks Sep 30, 2020 Graph Embedding Node Classification
— Unverified Uncertainty-Matching Graph Neural Networks to Defend Against Poisoning Attacks Sep 30, 2020 Graph Classification Link Prediction
— Unverified Multi-hop Attention Graph Neural Network Sep 29, 2020 Graph Neural Network Graph Representation Learning
Code Code Available Framework for Designing Filters of Spectral Graph Convolutional Neural Networks in the Context of Regularization Theory Sep 29, 2020 Graph Learning Node Classification
Code Code Available Semi-Supervised Node Classification by Graph Convolutional Networks and Extracted Side Information Sep 29, 2020 General Classification Node Classification
Code Code Available Revisiting Graph Neural Networks for Link Prediction Sep 28, 2020 Classification Graph Classification
— Unverified Graph Joint Attention Networks Sep 28, 2020 Benchmarking Graph Attention
— Unverified PanRep: Universal node embeddings for heterogeneous graphs Sep 28, 2020 Graph Neural Network Link Prediction
— Unverified Inductive Graph Embeddings through Locality Encodings Sep 26, 2020 Language Modeling Language Modelling
— Unverified Revisiting Graph Convolutional Network on Semi-Supervised Node Classification from an Optimization Perspective Sep 24, 2020 General Classification Node Classification
— Unverified Learning Graph Normalization for Graph Neural Networks Sep 24, 2020 Graph Classification Graph Regression
Code Code Available Streaming Graph Neural Networks via Continual Learning Sep 23, 2020 Continual Learning Node Classification
— Unverified Force2Vec: Parallel force-directed graph embedding Sep 17, 2020 Clustering Graph Embedding
Code Code Available Layer-stacked Attention for Heterogeneous Network Embedding Sep 17, 2020 Graph Neural Network Network Embedding
— Unverified Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning Sep 15, 2020 Clustering Graph Representation Learning
Code Code Available CatGCN: Graph Convolutional Networks with Categorical Node Features Sep 11, 2020 Graph Learning Node Classification
Code Code Available Community detection in networks using graph embeddings Sep 11, 2020 Clustering Community Detection
— Unverified GTEA: Inductive Representation Learning on Temporal Interaction Graphs via Temporal Edge Aggregation Sep 11, 2020 Inductive Learning Node Classification
Code Code Available Understanding Coarsening for Embedding Large-Scale Graphs Sep 10, 2020 Anomaly Detection Graph Embedding
Code Code Available Walk Extraction Strategies for Node Embeddings with RDF2Vec in Knowledge Graphs Sep 9, 2020 Knowledge Graphs Language Modelling
Code Code Available SNoRe: Scalable Unsupervised Learning of Symbolic Node Representations Sep 8, 2020 Node Classification Structural Node Embedding
Code Code Available Hierarchical Message-Passing Graph Neural Networks Sep 8, 2020 Community Detection Graph Neural Network
Code Code Available Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification Sep 8, 2020 General Classification Graph Neural Network
Code Code Available Permutation-equivariant and Proximity-aware Graph Neural Networks with Stochastic Message Passing Sep 5, 2020 Graph Mining Graph Reconstruction
Code Code Available LFGCN: Levitating over Graphs with Levy Flights Sep 4, 2020 Node Classification
— Unverified Rethinking Graph Regularization for Graph Neural Networks Sep 4, 2020 Node Classification Representation Learning
Code Code Available Say No to the Discrimination: Learning Fair Graph Neural Networks with Limited Sensitive Attribute Information Sep 3, 2020 Attribute Fairness
Code Code Available Beyond Observed Connections : Link Injection Sep 2, 2020 Link Prediction Node Classification
Code Code Available Mutual Teaching for Graph Convolutional Networks Sep 2, 2020 Node Classification Pseudo Label
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