A Systematic Evaluation of Node Embedding Robustness Sep 16, 2022 Classification Node Classification
Code Code Available DiP-GNN: Discriminative Pre-Training of Graph Neural Networks Sep 15, 2022 Graph Neural Network Node Classification
— Unverified Hub-aware Random Walk Graph Embedding Methods for Classification Sep 15, 2022 Classification Graph Embedding
— Unverified Graph Perceiver IO: A General Architecture for Graph Structured Data Sep 14, 2022 Graph Classification Link Prediction
Code Code Available Adversarial Inter-Group Link Injection Degrades the Fairness of Graph Neural Networks Sep 13, 2022 Fairness Node Classification
Code Code Available Semantic2Graph: Graph-based Multi-modal Feature Fusion for Action Segmentation in Videos Sep 13, 2022 Action Segmentation Graph Neural Network
— Unverified Characterizing Graph Datasets for Node Classification: Homophily-Heterophily Dichotomy and Beyond Sep 13, 2022 Informativeness Node Classification
— Unverified Graph Polynomial Convolution Models for Node Classification of Non-Homophilous Graphs Sep 12, 2022 Generalization Bounds Node Classification
— Unverified Towards Sparsification of Graph Neural Networks Sep 11, 2022 image-classification Image Classification
Code Code Available A Complex Network based Graph Embedding Method for Link Prediction Sep 11, 2022 Data Visualization Graph Embedding
— Unverified Self-supervised Learning for Heterogeneous Graph via Structure Information based on Metapath Sep 9, 2022 Link Prediction Meta-Learning
— Unverified Cadence Detection in Symbolic Classical Music using Graph Neural Networks Aug 31, 2022 Key Detection Node Classification
— Unverified Associative Learning for Network Embedding Aug 30, 2022 Network Embedding Node Classification
— Unverified Toward Robust Graph Semi-Supervised Learning against Extreme Data Scarcity Aug 26, 2022 Data Augmentation Node Classification
— Unverified Robust Node Classification on Graphs: Jointly from Bayesian Label Transition and Topology-based Label Propagation Aug 21, 2022 Adversarial Defense Denoising
Code Code Available Signed Graph Neural Networks: A Frequency Perspective Aug 15, 2022 Link Sign Prediction Node Classification
— Unverified E2EG: End-to-End Node Classification Using Graph Topology and Text-based Node Attributes Aug 9, 2022 Classification Node Classification
Code Code Available TPM: Transition Probability Matrix -- Graph Structural Feature based Embedding Aug 7, 2022 Link Prediction Node Classification
— Unverified Node Copying: A Random Graph Model for Effective Graph Sampling Aug 4, 2022 Graph Sampling Node Classification
— Unverified Analysis of the Spatio-temporal Dynamics of COVID-19 in Massachusetts via Spectral Graph Wavelet Theory Jul 28, 2022 Graph Attention Node Classification
— Unverified Label-Only Membership Inference Attack against Node-Level Graph Neural Networks Jul 27, 2022 Graph Classification Inference Attack
— Unverified SGAT: Simplicial Graph Attention Network Jul 24, 2022 Graph Attention Graph Learning
Code Code Available Understanding Non-linearity in Graph Neural Networks from the Bayesian-Inference Perspective Jul 22, 2022 Bayesian Inference Node Classification
Code Code Available Digraphwave: Scalable Extraction of Structural Node Embeddings via Diffusion on Directed Graphs Jul 20, 2022 Anomaly Detection Node Classification
— Unverified Comprehensive Graph Gradual Pruning for Sparse Training in Graph Neural Networks Jul 18, 2022 Node Classification
— Unverified Demystifying Graph Convolution with a Simple Concatenation Jul 18, 2022 Graph Learning Node Classification
— Unverified Differentially Private Graph Learning via Sensitivity-Bounded Personalized PageRank Jul 14, 2022 Graph Embedding Graph Learning
Code Code Available Graph CNN for Moving Object Detection in Complex Environments from Unseen Videos Jul 13, 2022 Change Detection Deep Learning
— Unverified From Spectral Graph Convolutions to Large Scale Graph Convolutional Networks Jul 12, 2022 Node Classification
— Unverified On Graph Neural Network Fairness in the Presence of Heterophilous Neighborhoods Jul 10, 2022 Attribute Fairness
— Unverified Generalization Guarantee of Training Graph Convolutional Networks with Graph Topology Sampling Jul 7, 2022 Node Classification
— Unverified What Do Graph Convolutional Neural Networks Learn? Jul 5, 2022 Node Classification
Code Code Available Assessing the Effects of Hyperparameters on Knowledge Graph Embedding Quality Jul 1, 2022 Graph Embedding Knowledge Graph Embedding
Code Code Available RGL: A Simple yet Effective Relation Graph Augmented Prompt-based Tuning Approach for Few-Shot Learning Jul 1, 2022 Few-Shot Learning Link Prediction
— Unverified Neural Networks in a Product of Hyperbolic Spaces Jul 1, 2022 Graph Embedding Knowledge Graph Embedding
— Unverified Modularity Optimization as a Training Criterion for Graph Neural Networks Jun 30, 2022 Attribute Node Classification
Code Code Available Geometry Contrastive Learning on Heterogeneous Graphs Jun 25, 2022 Contrastive Learning Node Classification
Code Code Available Similarity-aware Positive Instance Sampling for Graph Contrastive Pre-training Jun 23, 2022 Contrastive Learning Graph Classification
— Unverified Descent Steps of a Relation-Aware Energy Produce Heterogeneous Graph Neural Networks Jun 22, 2022 Bilevel Optimization Classification
Code Code Available Propagation with Adaptive Mask then Training for Node Classification on Attributed Networks Jun 21, 2022 Attribute Node Classification
— Unverified Beyond Real-world Benchmark Datasets: An Empirical Study of Node Classification with GNNs Jun 18, 2022 Attribute Node Classification
Code Code Available DFG-NAS: Deep and Flexible Graph Neural Architecture Search Jun 17, 2022 Neural Architecture Search Node Classification
Code Code Available ResNorm: Tackling Long-tailed Degree Distribution Issue in Graph Neural Networks via Normalization Jun 16, 2022 Node Classification
— Unverified GraphFM: Improving Large-Scale GNN Training via Feature Momentum Jun 14, 2022 Node Classification
— Unverified Superiority of GNN over NN in generalizing bandlimited functions Jun 13, 2022 Node Classification
— Unverified Semi-Supervised Hierarchical Graph Classification Jun 11, 2022 Classification Graph Classification
— Unverified Synthetic Over-sampling for Imbalanced Node Classification with Graph Neural Networks Jun 10, 2022 Node Classification
— Unverified Fundamental Limits in Formal Verification of Message-Passing Neural Networks Jun 10, 2022 Adversarial Robustness Classification
— Unverified A Unification Framework for Euclidean and Hyperbolic Graph Neural Networks Jun 9, 2022 Link Prediction Node Classification
Code Code Available Alternately Optimized Graph Neural Networks Jun 8, 2022 MULTI-VIEW LEARNING Node Classification
— Unverified 