Topological Relational Learning on Graphs Oct 29, 2021 Graph Classification Node Classification
Code Code Available Barlow Graph Auto-Encoder for Unsupervised Network Embedding Oct 29, 2021 Inductive Link Prediction Link Prediction
— Unverified VQ-GNN: A Universal Framework to Scale up Graph Neural Networks using Vector Quantization Oct 27, 2021 Link Prediction Link Property Prediction
Code Code Available Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods Oct 27, 2021 Graph Learning Node Classification
Code Code Available Graph Posterior Network: Bayesian Predictive Uncertainty for Node Classification Oct 26, 2021 Classification Node Classification
Code Code Available Deeper-GXX: Deepening Arbitrary GNNs Oct 26, 2021 Contrastive Learning Link Prediction
— Unverified TME-BNA: Temporal Motif-Preserving Network Embedding with Bicomponent Neighbor Aggregation Oct 26, 2021 Link Prediction Network Embedding
Code Code Available Gophormer: Ego-Graph Transformer for Node Classification Oct 25, 2021 Classification Data Augmentation
— Unverified Distance-wise Prototypical Graph Neural Network in Node Imbalance Classification Oct 22, 2021 Classification Graph Neural Network
Code Code Available Degree-Based Random Walk Approach for Graph Embedding Oct 21, 2021 Graph Embedding Link Prediction
— Unverified FDGATII : Fast Dynamic Graph Attention with Initial Residual and Identity Mapping Oct 21, 2021 Fairness Graph Attention
Code Code Available Watermarking Graph Neural Networks based on Backdoor Attacks Oct 21, 2021 Classification Graph Classification
— Unverified Surrogate Representation Learning with Isometric Mapping for Gray-box Graph Adversarial Attacks Oct 20, 2021 Node Classification Representation Learning
— Unverified Boosting Graph Embedding on a Single GPU Oct 19, 2021 CPU GPU
Code Code Available Graph Partner Neural Networks for Semi-Supervised Learning on Graphs Oct 18, 2021 Classification Graph Classification
— Unverified Graph-less Neural Networks: Teaching Old MLPs New Tricks via Distillation Oct 17, 2021 Knowledge Distillation Node Classification
Code Code Available Label-Wise Graph Convolutional Network for Heterophilic Graphs Oct 15, 2021 Node Classification Representation Learning
Code Code Available Relation-aware Heterogeneous Graph for User Profiling Oct 14, 2021 Node Classification Relation
Code Code Available MGC: A Complex-Valued Graph Convolutional Network for Directed Graphs Oct 14, 2021 Graph Representation Learning Node Classification
Code Code Available SoGCN: Second-Order Graph Convolutional Networks Oct 14, 2021 Graph Classification Graph Regression
Code Code Available GRAPE for Fast and Scalable Graph Processing and random walk-based Embedding Oct 12, 2021 Edge Classification Graph Representation Learning
Code Code Available GCN-SE: Attention as Explainability for Node Classification in Dynamic Graphs Oct 11, 2021 Classification Dynamic Node Classification
— Unverified Haar Wavelet Feature Compression for Quantized Graph Convolutional Networks Oct 10, 2021 Feature Compression Node Classification
— Unverified Topology-Imbalance Learning for Semi-Supervised Node Classification Oct 8, 2021 Classification Node Classification
Code Code Available Label Propagation across Graphs: Node Classification using Graph Neural Tangent Kernels Oct 7, 2021 Node Classification
— Unverified Graph Pointer Neural Networks Oct 3, 2021 Node Classification
— Unverified A Robust Alternative for Graph Convolutional Neural Networks via Graph Neighborhood Filters Oct 2, 2021 Denoising Node Classification
Code Code Available Inductive Representation Learning in Temporal Networks via Mining Neighborhood and Community Influences Oct 1, 2021 Link Prediction Node Classification
Code Code Available Latent Network Embedding via Adversarial Auto-encoders Sep 30, 2021 Link Prediction Network Embedding
— Unverified Convolutional Networks on Enhanced Message-Passing Graph Improve Semi-Supervised Classification with Few Labels Sep 29, 2021 Graph Embedding Node Classification
— Unverified Bandits for Black-box Attacks to Graph Neural Networks with Structure Perturbation Sep 29, 2021 Graph Classification Node Classification
— Unverified PI-GNN: Towards Robust Semi-Supervised Node Classification against Noisy Labels Sep 29, 2021 Graph Mining Graph Neural Network
— Unverified Inductive Lottery Ticket Learning for Graph Neural Networks Sep 29, 2021 Graph Classification Node Classification
— Unverified GCN-SL: Graph Convolutional Network with Structure Learning for Disassortative Graphs Sep 29, 2021 Node Classification Representation Learning
— Unverified m-mix: Generating hard negatives via multiple samples mixing for contrastive learning Sep 29, 2021 Classification Contrastive Learning
— Unverified GraphENS: Neighbor-Aware Ego Network Synthesis for Class-Imbalanced Node Classification Sep 29, 2021 Blocking Classification
— Unverified Is Heterophily A Real Nightmare For Graph Neural Networks on Performing Node Classification? Sep 29, 2021 Inductive Bias Node Classification
— Unverified Neurally boosted supervised spectral clustering Sep 29, 2021 Clustering Network Embedding
— Unverified Graph Information Matters: Understanding Graph Filters from Interaction Probability Sep 29, 2021 Graph Learning Node Classification
— Unverified Crossformer: Transformer with Alternated Cross-Layer Guidance Sep 29, 2021 Inductive Bias Machine Translation
— Unverified Equivariant Heterogeneous Graph Networks Sep 29, 2021 Link Prediction Node Classification
— Unverified Stabilized Self-training with Negative Sampling on Few-labeled Graph Data Sep 29, 2021 Benchmarking Node Classification
— Unverified Efficient Ensembles of Graph Neural Networks Sep 29, 2021 Ensemble Learning Network Pruning
— Unverified How Frequency Effect Graph Neural Networks Sep 29, 2021 Node Classification
— Unverified Effective Polynomial Filter Adaptation for Graph Neural Networks Sep 29, 2021 Node Classification
— Unverified FEATURE-AUGMENTED HYPERGRAPH NEURAL NETWORKS Sep 29, 2021 Node Classification Representation Learning
— Unverified Connecting Graph Convolution and Graph PCA Sep 29, 2021 Node Classification
— Unverified MULTI-LEVEL APPROACH TO ACCURATE AND SCALABLE HYPERGRAPH EMBEDDING Sep 29, 2021 Graph Embedding hypergraph embedding
— Unverified ConTIG: Continuous Representation Learning on Temporal Interaction Graphs Sep 27, 2021 Dynamic Node Classification Link Prediction
— Unverified Cluster Attack: Query-based Adversarial Attacks on Graphs with Graph-Dependent Priors Sep 27, 2021 Adversarial Attack Clustering
Code Code Available 