Learning Graph Representations Feb 3, 2021 General Classification Graph Classification
— Unverified Infant Cry Classification with Graph Convolutional Networks Jan 31, 2021 Classification Diversity
— Unverified Calibrating and Improving Graph Contrastive Learning Jan 27, 2021 Contrastive Learning Graph Clustering
Code Code Available Adversarial Active Learning based Heterogeneous Graph Neural Network for Fake News Detection Jan 27, 2021 Active Learning Articles
— Unverified NEMR: Network Embedding on Metric of Relation Jan 20, 2021 Link Prediction Network Embedding
— Unverified Edge-Featured Graph Attention Network Jan 19, 2021 Graph Attention Graph Learning
— Unverified Communication-Efficient Sampling for Distributed Training of Graph Convolutional Networks Jan 19, 2021 Node Classification
— Unverified GraphAttacker: A General Multi-Task GraphAttack Framework Jan 18, 2021 General Classification Generative Adversarial Network
Code Code Available JITuNE: Just-In-Time Hyperparameter Tuning for Network Embedding Algorithms Jan 16, 2021 AutoML Link Prediction
— Unverified BiGCN: A Bi-directional Low-Pass Filtering Graph Neural Network Jan 14, 2021 Denoising Graph Neural Network
— Unverified Variational Embeddings for Community Detection and Node Representation Jan 11, 2021 Community Detection Node Classification
Code Code Available Topology-aware Tensor Decomposition for Meta-graph Learning Jan 4, 2021 Graph Learning Knowledge Graphs
— Unverified A Survey on Embedding Dynamic Graphs Jan 4, 2021 Anomaly Detection Dynamic graph embedding
— Unverified Representation Learning of Reconstructed Graphs Using Random Walk Graph Convolutional Network Jan 2, 2021 Graph Neural Network Graph Representation Learning
— Unverified Bridging Graph Network to Lifelong Learning with Feature Interaction Jan 1, 2021 Graph Classification Lifelong learning
— Unverified Incremental Learning on Growing Graphs Jan 1, 2021 Graph Learning Incremental Learning
— Unverified FASG: Feature Aggregation Self-training GCN for Semi-supervised Node Classification Jan 1, 2021 Classification General Classification
— Unverified Iterated graph neural network system Jan 1, 2021 Graph Neural Network Node Classification
— Unverified Memory Augmented Design of Graph Neural Networks Jan 1, 2021 Node Classification
— Unverified Hypergraph Neural Networks for Hypergraph Matching Jan 1, 2021 Graph Matching Hypergraph Matching
Code Code Available VECoDeR - Variational Embeddings for Community Detection and Node Representation Jan 1, 2021 Community Detection Node Classification
— Unverified VEM-GCN: Topology Optimization with Variational EM for Graph Convolutional Networks Jan 1, 2021 Classification General Classification
— Unverified Hard Masking for Explaining Graph Neural Networks Jan 1, 2021 Data Compression Decision Making
— Unverified Graph View-Consistent Learning Network Jan 1, 2021 Node Classification Pseudo Label
— Unverified Graph Structural Aggregation for Explainable Learning Jan 1, 2021 Classification General Classification
— Unverified Towards Robust Graph Neural Networks against Label Noise Jan 1, 2021 Attribute Learning with noisy labels
— Unverified A Deep Graph Neural Networks Architecture Design: From Global Pyramid-like Shrinkage Skeleton to Local Link Rewiring Jan 1, 2021 Clustering Node Classification
Code Code Available Towards Powerful Graph Neural Networks: Diversity Matters Jan 1, 2021 Diversity Graph Representation Learning
— Unverified Graph Pooling by Edge Cut Jan 1, 2021 General Classification Graph Classification
— Unverified Global Node Attentions via Adaptive Spectral Filters Jan 1, 2021 Node Classification
— Unverified Collective Robustness Certificates Jan 1, 2021 Adversarial Robustness Image Segmentation
— Unverified NODE-SELECT: A FLEXIBLE GRAPH NEURAL NETWORK BASED ON REALISTIC PROPAGATION SCHEME Jan 1, 2021 Graph Neural Network Node Classification
— Unverified Graph-Graph Similarity Network Jan 1, 2021 Classification General Classification
— Unverified Teleport Graph Convolutional Networks Jan 1, 2021 Node Classification
— Unverified ColdExpand: Semi-Supervised Graph Learning in Cold Start Jan 1, 2021 Graph Learning Link Prediction
— Unverified 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 An Experimental Study of the Transferability of Spectral Graph Networks Dec 18, 2020 Benchmarking General Classification
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 I-GCN: Robust Graph Convolutional Network via Influence Mechanism Dec 11, 2020 Node Classification
— Unverified Pair-view Unsupervised Graph Representation Learning Dec 11, 2020 Graph Representation Learning Link Prediction
— 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 Learning Node Representations from Noisy Graph Structures Dec 4, 2020 Graph Reconstruction Node Classification
— Unverified 