Unsupervised Adversarially-Robust Representation Learning on Graphs Dec 4, 2020 Adversarial Robustness Community Detection
— Unverified A graph similarity for deep learning Dec 1, 2020 Deep Learning Graph Classification
— Unverified Adversarial Attacks on Deep Graph Matching Dec 1, 2020 Adversarial Attack Density Estimation
— Unverified Unsupervised Joint k-node Graph Representations with Compositional Energy-Based Models Dec 1, 2020 Graph Neural Network Node Classification
— Unverified Cyclic Label Propagation for Graph Semi-supervised Learning Nov 24, 2020 Node Classification
— Unverified AutoGraph: Automated Graph Neural Network Nov 23, 2020 Graph Attention Graph Neural Network
— Unverified GNNLens: A Visual Analytics Approach for Prediction Error Diagnosis of Graph Neural Networks Nov 22, 2020 Node Classification
— Unverified Revisiting graph neural networks and distance encoding from a practical view Nov 22, 2020 Classification General Classification
Code Code Available Adversarial Context Aware Network Embeddings for Textual Networks Nov 5, 2020 Node Classification Representation Learning
— Unverified GAIN: Graph Attention & Interaction Network for Inductive Semi-Supervised Learning over Large-scale Graphs Nov 3, 2020 Graph Attention Graph Neural Network
— Unverified GAGE: Geometry Preserving Attributed Graph Embeddings Nov 3, 2020 Attribute Link Prediction
— Unverified Neural Extractive Summarization with Hierarchical Attentive Heterogeneous Graph Network Nov 1, 2020 Extractive Summarization Extractive Text Summarization
— Unverified Hyperbolic Graph Embedding with Enhanced Semi-Implicit Variational Inference Oct 31, 2020 Graph Embedding Link Prediction
Code Code Available On the Impact of Communities on Semi-supervised Classification Using Graph Neural Networks Oct 30, 2020 Classification General Classification
Code Code Available Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning Oct 30, 2020 General Classification Graph Classification
Code Code Available Geometric Scattering Attention Networks Oct 28, 2020 Graph Representation Learning Node Classification
Code Code Available Deperturbation of Online Social Networks via Bayesian Label Transition Oct 27, 2020 Node Classification
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 Joint Use of Node Attributes and Proximity for Semi-Supervised Classification on Graphs Oct 22, 2020 General Classification Node Classification
— Unverified Anisotropic Graph Convolutional Network for Semi-supervised Learning Oct 20, 2020 Classification General Classification
— Unverified 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 Unsupervised Joint k-node Graph Representations with Compositional Energy-Based Models Oct 8, 2020 Graph Neural Network Node Classification
— Unverified NodeSig: Binary Node Embeddings via Random Walk Diffusion Oct 1, 2020 Graph Representation Learning Link Prediction
— Unverified Uncertainty-Matching Graph Neural Networks to Defend Against Poisoning Attacks Sep 30, 2020 Graph Classification Link Prediction
— Unverified Spectral Embedding of Graph Networks Sep 30, 2020 Graph Embedding Node Classification
— Unverified Semi-Supervised Node Classification by Graph Convolutional Networks and Extracted Side Information Sep 29, 2020 General Classification Node Classification
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 Revisiting Graph Neural Networks for Link Prediction Sep 28, 2020 Classification Graph Classification
— Unverified PanRep: Universal node embeddings for heterogeneous graphs Sep 28, 2020 Graph Neural Network Link Prediction
— Unverified Graph Joint Attention Networks Sep 28, 2020 Benchmarking Graph Attention
— 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 Streaming Graph Neural Networks via Continual Learning Sep 23, 2020 Continual Learning Node Classification
— Unverified Layer-stacked Attention for Heterogeneous Network Embedding Sep 17, 2020 Graph Neural Network Network Embedding
— Unverified GTEA: Inductive Representation Learning on Temporal Interaction Graphs via Temporal Edge Aggregation Sep 11, 2020 Inductive Learning Node Classification
Code Code Available Community detection in networks using graph embeddings Sep 11, 2020 Clustering Community Detection
— Unverified CatGCN: Graph Convolutional Networks with Categorical Node Features Sep 11, 2020 Graph Learning Node Classification
Code Code Available Walk Extraction Strategies for Node Embeddings with RDF2Vec in Knowledge Graphs Sep 9, 2020 Knowledge Graphs Language Modelling
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 SAIL: Self-Augmented Graph Contrastive Learning Sep 2, 2020 Contrastive Learning Knowledge Distillation
— Unverified Beyond Observed Connections : Link Injection Sep 2, 2020 Link Prediction Node Classification
Code Code Available Efficient, Direct, and Restricted Black-Box Graph Evasion Attacks to Any-Layer Graph Neural Networks via Influence Function Sep 1, 2020 Graph Neural Network Node Classification
Code Code Available Decoupled Variational Embedding for Signed Directed Networks Aug 28, 2020 Link Sign Prediction Node Classification
Code Code Available DVE: Dynamic Variational Embeddings with Applications in Recommender Systems Aug 27, 2020 Link Prediction Node Classification
— Unverified Learning Node Representations against Perturbations Aug 26, 2020 Contrastive Learning Inductive Learning
Code Code Available Tackling Over-Smoothing for General Graph Convolutional Networks Aug 22, 2020 Node Classification
— Unverified Complete the Missing Half: Augmenting Aggregation Filtering with Diversification for Graph Convolutional Networks Aug 20, 2020 Graph Classification Node Classification
— Unverified 