Implicit vs Unfolded Graph Neural Networks Nov 12, 2021 Graph Attention Node Classification
— Unverified Topic-aware latent models for representation learning on networks Nov 10, 2021 Community Detection Link Prediction
— Unverified Graph Embedding with Hierarchical Attentive Membership Oct 31, 2021 Graph Embedding Link Prediction
— Unverified Barlow Graph Auto-Encoder for Unsupervised Network Embedding Oct 29, 2021 Inductive Link Prediction Link Prediction
— Unverified 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 Degree-Based Random Walk Approach for Graph Embedding Oct 21, 2021 Graph Embedding Link Prediction
— Unverified Watermarking Graph Neural Networks based on Backdoor Attacks Oct 21, 2021 Classification Graph Classification
— Unverified FDGATII : Fast Dynamic Graph Attention with Initial Residual and Identity Mapping Oct 21, 2021 Fairness Graph Attention
Code Code Available Surrogate Representation Learning with Isometric Mapping for Gray-box Graph Adversarial Attacks Oct 20, 2021 Node Classification Representation Learning
— Unverified Graph Partner Neural Networks for Semi-Supervised Learning on Graphs Oct 18, 2021 Classification Graph Classification
— Unverified Label-Wise Graph Convolutional Network for Heterophilic Graphs Oct 15, 2021 Node Classification Representation Learning
Code Code Available SoGCN: Second-Order Graph Convolutional Networks Oct 14, 2021 Graph Classification Graph Regression
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 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 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 Effective Polynomial Filter Adaptation for Graph Neural Networks Sep 29, 2021 Node Classification
— Unverified Is Heterophily A Real Nightmare For Graph Neural Networks on Performing Node Classification? Sep 29, 2021 Inductive Bias Node Classification
— Unverified Inductive Lottery Ticket Learning for Graph Neural Networks Sep 29, 2021 Graph Classification Node Classification
— Unverified How Frequency Effect Graph Neural Networks Sep 29, 2021 Node Classification
— Unverified m-mix: Generating hard negatives via multiple samples mixing for contrastive learning Sep 29, 2021 Classification Contrastive Learning
— Unverified MULTI-LEVEL APPROACH TO ACCURATE AND SCALABLE HYPERGRAPH EMBEDDING Sep 29, 2021 Graph Embedding hypergraph embedding
— Unverified Bandits for Black-box Attacks to Graph Neural Networks with Structure Perturbation Sep 29, 2021 Graph Classification 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 GraphENS: Neighbor-Aware Ego Network Synthesis for Class-Imbalanced Node Classification Sep 29, 2021 Blocking Classification
— Unverified Stabilized Self-training with Negative Sampling on Few-labeled Graph Data Sep 29, 2021 Benchmarking Node Classification
— Unverified Connecting Graph Convolution and Graph PCA Sep 29, 2021 Node Classification
— Unverified Convolutional Networks on Enhanced Message-Passing Graph Improve Semi-Supervised Classification with Few Labels Sep 29, 2021 Graph Embedding Node Classification
— Unverified Crossformer: Transformer with Alternated Cross-Layer Guidance Sep 29, 2021 Inductive Bias Machine Translation
— Unverified GCN-SL: Graph Convolutional Network with Structure Learning for Disassortative Graphs Sep 29, 2021 Node Classification Representation Learning
— Unverified PI-GNN: Towards Robust Semi-Supervised Node Classification against Noisy Labels Sep 29, 2021 Graph Mining Graph Neural Network
— Unverified FEATURE-AUGMENTED HYPERGRAPH NEURAL NETWORKS Sep 29, 2021 Node Classification Representation Learning
— Unverified Equivariant Heterogeneous Graph Networks Sep 29, 2021 Link Prediction Node Classification
— Unverified Efficient Ensembles of Graph Neural Networks Sep 29, 2021 Ensemble Learning Network Pruning
— 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 Embedding Node Structural Role Identity Using Stress Majorization Sep 14, 2021 Node Classification
— Unverified HeMI: Multi-view Embedding in Heterogeneous Graphs Sep 14, 2021 Clustering Link Prediction
Code Code Available Is Heterophily A Real Nightmare For Graph Neural Networks To Do Node Classification? Sep 12, 2021 Inductive Bias Node Classification
— Unverified Ergodic Limits, Relaxations, and Geometric Properties of Random Walk Node Embeddings Sep 9, 2021 Link Prediction Node Classification
— Unverified QUINT: Node embedding using network hashing Sep 9, 2021 Link Prediction Network Embedding
— Unverified HMSG: Heterogeneous Graph Neural Network based on Metapath Subgraph Learning Sep 7, 2021 Attribute Graph Neural Network
— Unverified 