Memory Augmented Design of Graph Neural Networks Jan 1, 2021 Node Classification
— Unverified Graph-Graph Similarity Network Jan 1, 2021 Classification General Classification
— Unverified VECoDeR - Variational Embeddings for Community Detection and Node Representation Jan 1, 2021 Community Detection Node Classification
— Unverified Simple Spectral Graph Convolution Jan 1, 2021 Clustering Node Classification
Code Code Available NODE-SELECT: A FLEXIBLE GRAPH NEURAL NETWORK BASED ON REALISTIC PROPAGATION SCHEME Jan 1, 2021 Graph Neural Network Node Classification
— Unverified Collective Robustness Certificates Jan 1, 2021 Adversarial Robustness Image Segmentation
— Unverified Global Node Attentions via Adaptive Spectral Filters Jan 1, 2021 Node Classification
— Unverified Hard Masking for Explaining Graph Neural Networks Jan 1, 2021 Data Compression Decision Making
— Unverified Adaptive Graph Diffusion Networks Dec 30, 2020 GPU Link Prediction
Code Code Available Bayesian Graph Neural Network for Fast identification of critical nodes in Uncertain Complex Networks Dec 26, 2020 Graph Neural Network Node Classification
— Unverified Semi-Supervised Node Classification on Graphs: Markov Random Fields vs. Graph Neural Networks Dec 24, 2020 Attribute Classification
— Unverified Unifying Homophily and Heterophily Network Transformation via Motifs Dec 21, 2020 Computational Efficiency Network Embedding
— Unverified A pipeline for fair comparison of graph neural networks in node classification tasks Dec 19, 2020 Data Augmentation General Classification
Code Code Available An Experimental Study of the Transferability of Spectral Graph Networks Dec 18, 2020 Benchmarking General Classification
Code Code Available A Generalization of Transformer Networks to Graphs Dec 17, 2020 Graph Regression Inductive Bias
Code Code Available Edge Entropy as an Indicator of the Effectiveness of GNNs over CNNs for Node Classification Dec 16, 2020 Node Classification
— Unverified A Deep Graph Neural Networks Architecture Design: From Global Pyramid-like Shrinkage Skeleton to Local Topology Link Rewiring Dec 16, 2020 Clustering Node Classification
— Unverified Understanding graph embedding methods and their applications Dec 15, 2020 Community Detection Dynamic graph embedding
— Unverified Rethinking the Promotion Brought by Contrastive Learning to Semi-Supervised Node Classification Dec 14, 2020 Contrastive Learning Graph Learning
— Unverified LSCALE: Latent Space Clustering-Based Active Learning for Node Classification Dec 13, 2020 Active Learning Clustering
Code Code Available Blindfolded Attackers Still Threatening: Strict Black-Box Adversarial Attacks on Graphs Dec 12, 2020 Adversarial Attack Graph Classification
— Unverified Pair-view Unsupervised Graph Representation Learning Dec 11, 2020 Graph Representation Learning Link Prediction
— Unverified I-GCN: Robust Graph Convolutional Network via Influence Mechanism Dec 11, 2020 Node Classification
— Unverified GraphFL: A Federated Learning Framework for Semi-Supervised Node Classification on Graphs Dec 8, 2020 Federated Learning General Classification
— Unverified NCGNN: Node-Level Capsule Graph Neural Network for Semisupervised Classification Dec 7, 2020 Classification Graph Neural Network
— Unverified Unsupervised Adversarially-Robust Representation Learning on Graphs Dec 4, 2020 Adversarial Robustness Community Detection
— Unverified Learning Node Representations from Noisy Graph Structures Dec 4, 2020 Graph Reconstruction Node Classification
— Unverified Graph Stochastic Neural Networks for Semi-supervised Learning Dec 1, 2020 Classification General Classification
Code Code Available Unsupervised Joint k-node Graph Representations with Compositional Energy-Based Models Dec 1, 2020 Graph Neural Network Node Classification
— Unverified Adversarial Attacks on Deep Graph Matching Dec 1, 2020 Adversarial Attack Density Estimation
— Unverified Graph Random Neural Networks for Semi-Supervised Learning on Graphs Dec 1, 2020 Data Augmentation Node Classification
Code Code Available A graph similarity for deep learning Dec 1, 2020 Deep Learning Graph Classification
— Unverified Unsupervised Constrained Community Detection via Self-Expressive Graph Neural Network Nov 28, 2020 Clustering Community Detection
Code Code Available 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 Revisiting graph neural networks and distance encoding from a practical view Nov 22, 2020 Classification General Classification
Code Code Available GNNLens: A Visual Analytics Approach for Prediction Error Diagnosis of Graph Neural Networks Nov 22, 2020 Node Classification
— Unverified Learning to Drop: Robust Graph Neural Network via Topological Denoising Nov 13, 2020 Denoising Graph Neural Network
Code Code Available Two-stage Training of Graph Neural Networks for Graph Classification Nov 10, 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 GripNet: Graph Information Propagation on Supergraph for Heterogeneous Graphs Oct 29, 2020 Data Integration Graph Representation Learning
Code Code Available Geometric Scattering Attention Networks Oct 28, 2020 Graph Representation Learning Node Classification
Code Code Available Graph Contrastive Learning with Adaptive Augmentation Oct 27, 2020 Attribute Contrastive Learning
Code Code Available Deperturbation of Online Social Networks via Bayesian Label Transition Oct 27, 2020 Node Classification
Code Code Available 