Factorized Graph Representations for Semi-Supervised Learning from Sparse Data Mar 5, 2020 General Classification Management
Code Code Available EPINE: Enhanced Proximity Information Network Embedding Mar 4, 2020 Link Prediction Network Embedding
— Unverified PushNet: Efficient and Adaptive Neural Message Passing Mar 4, 2020 Inductive Bias Node Classification
Code Code Available Self-Supervised Graph Representation Learning via Global Context Prediction Mar 3, 2020 Clustering Graph Representation Learning
— Unverified Permutohedral-GCN: Graph Convolutional Networks with Global Attention Mar 2, 2020 Node Classification
— Unverified Indirect Adversarial Attacks via Poisoning Neighbors for Graph Convolutional Networks Feb 19, 2020 General Classification Node Classification
— Unverified Self-Enhanced GNN: Improving Graph Neural Networks Using Model Outputs Feb 18, 2020 General Classification Node Classification
Code Code Available Investigating Extensions to Random Walk Based Graph Embedding Feb 17, 2020 Graph Embedding Link Prediction
— Unverified Vertex-reinforced Random Walk for Network Embedding Feb 11, 2020 Link Prediction Network Embedding
Code Code Available Line Hypergraph Convolution Network: Applying Graph Convolution for Hypergraphs Feb 9, 2020 Node Classification Representation Learning
— Unverified Fake News Detection on News-Oriented Heterogeneous Information Networks through Hierarchical Graph Attention Feb 5, 2020 Articles Fake News Detection
— Unverified Explain Graph Neural Networks to Understand Weighted Graph Features in Node Classification Feb 2, 2020 General Classification Node Classification
— Unverified Which way? Direction-Aware Attributed Graph Embedding Jan 30, 2020 General Classification Graph Embedding
Code Code Available Get Rid of Suspended Animation Problem: Deep Diffusive Neural Network on Graph Semi-Supervised Classification Jan 22, 2020 General Classification Graph Learning
Code Code Available Graph Ordering: Towards the Optimal by Learning Jan 18, 2020 Combinatorial Optimization Community Detection
— Unverified Graph Inference Learning for Semi-supervised Classification Jan 17, 2020 Classification General Classification
— Unverified Node Masking: Making Graph Neural Networks Generalize and Scale Better Jan 17, 2020 Node Classification Transductive Learning
— Unverified Document Network Projection in Pretrained Word Embedding Space Jan 16, 2020 Clustering General Classification
— Unverified Graph-FCN for image semantic segmentation Jan 2, 2020 Deep Learning General Classification
— Unverified Robust Graph Representation Learning via Neural Sparsification Jan 1, 2020 Fraud Detection Graph Representation Learning
Code Code Available Unifying Graph Convolutional Networks as Matrix Factorization Jan 1, 2020 Distributed Computing Node Classification
— Unverified Multi-Label Graph Convolutional Network Representation Learning Dec 26, 2019 Multi-Label Classification Node Classification
— Unverified Neural Subgraph Isomorphism Counting Dec 25, 2019 Domain Adaptation Graph Learning
Code Code Available A Non-negative Symmetric Encoder-Decoder Approach for Community Detection Dec 24, 2019 Clustering Community Detection
— Unverified An Attention-based Graph Neural Network for Heterogeneous Structural Learning Dec 19, 2019 Graph Embedding Graph Neural Network
Code Code Available Expanding Label Sets for Graph Convolutional Networks Dec 18, 2019 Clustering General Classification
— Unverified Bridging the Gap between Community and Node Representations: Graph Embedding via Community Detection Dec 17, 2019 Community Detection Graph Embedding
Code Code Available Zoom in to where it matters: a hierarchical graph based model for mammogram analysis Dec 16, 2019 Classification General Classification
— Unverified Sparse Graph Attention Networks Dec 2, 2019 Classification General Classification
Code Code Available Gaussian Embedding of Large-scale Attributed Graphs Dec 2, 2019 Graph Embedding Link Prediction
Code Code Available Continuous Graph Neural Networks Dec 2, 2019 Node Classification
Code Code Available Graph Agreement Models for Semi-Supervised Learning Dec 1, 2019 Classification General Classification
— Unverified SGAS: Sequential Greedy Architecture Search Nov 30, 2019 Classification General Classification
Code Code Available BHIN2vec: Balancing the Type of Relation in Heterogeneous Information Network Nov 26, 2019 Network Embedding Node Classification
— Unverified Minimal Driver Nodes for Structural Controllability of Large-Scale Dynamical Systems: Node Classification Nov 26, 2019 Node Classification
— Unverified Customized Graph Embedding: Tailoring Embedding Vectors to different Applications Nov 21, 2019 Graph Embedding Graph Mining
— Unverified Exponential Family Graph Embeddings Nov 20, 2019 Graph Embedding Graph Learning
— Unverified Heterogeneous Deep Graph Infomax Nov 19, 2019 Classification Clustering
Code Code Available ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations Nov 18, 2019 Classification General Classification
Code Code Available Layer-Dependent Importance Sampling for Training Deep and Large Graph Convolutional Networks Nov 17, 2019 Node Classification
Code Code Available A Hierarchy of Graph Neural Networks Based on Learnable Local Features Nov 13, 2019 General Classification Graph Classification
— Unverified On the choice of graph neural network architectures Nov 13, 2019 Graph Neural Network Node Classification
Code Code Available Constant Curvature Graph Convolutional Networks Nov 12, 2019 Node Classification
— Unverified A Capsule Network-based Model for Learning Node Embeddings Nov 12, 2019 General Classification Node Classification
Code Code Available Higher-order Weighted Graph Convolutional Networks Nov 11, 2019 Node Classification
— Unverified HighwayGraph: Modelling Long-distance Node Relations for Improving General Graph Neural Network Nov 10, 2019 General Classification Graph Neural Network
— Unverified Bayesian Graph Convolutional Neural Networks using Node Copying Nov 8, 2019 Node Classification
— Unverified Graph Convolutional Networks Meet with High Dimensionality Reduction Nov 7, 2019 Benchmarking Dimensionality Reduction
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 