Graph CNN for Moving Object Detection in Complex Environments from Unseen Videos Jul 13, 2022 Change Detection Deep Learning
— Unverified The DLCC Node Classification Benchmark for Analyzing Knowledge Graph Embeddings Jul 13, 2022 Graph Embedding Knowledge Graph Embedding
Code Code Available From Spectral Graph Convolutions to Large Scale Graph Convolutional Networks Jul 12, 2022 Node Classification
— Unverified A Proposal of Multi-Layer Perceptron with Graph Gating Unit for Graph Representation Learning and its Application to Surrogate Model for FEM Jul 11, 2022 Graph Representation Learning Node Classification
Code Code Available Graph Generative Model for Benchmarking Graph Neural Networks Jul 10, 2022 Benchmarking Graph Generation
Code Code Available 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 TREE-G: Decision Trees Contesting Graph Neural Networks Jul 6, 2022 Graph Classification Graph Learning
Code Code Available What Do Graph Convolutional Neural Networks Learn? Jul 5, 2022 Node Classification
Code Code Available Neural Networks in a Product of Hyperbolic Spaces Jul 1, 2022 Graph Embedding Knowledge Graph Embedding
— Unverified 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 Assessing the Effects of Hyperparameters on Knowledge Graph Embedding Quality Jul 1, 2022 Graph Embedding Knowledge Graph Embedding
Code Code Available Modularity Optimization as a Training Criterion for Graph Neural Networks Jun 30, 2022 Attribute Node Classification
Code Code Available A Representation Learning Framework for Property Graphs Jun 27, 2022 Graph Embedding Graph Representation Learning
Code Code Available Structural Entropy Guided Graph Hierarchical Pooling Jun 26, 2022 Classification global-optimization
Code Code Available TAM: Topology-Aware Margin Loss for Class-Imbalanced Node Classification Jun 26, 2022 Node Classification
Code Code Available Geometry Contrastive Learning on Heterogeneous Graphs Jun 25, 2022 Contrastive Learning Node Classification
Code Code Available Task-Adaptive Few-shot Node Classification Jun 23, 2022 Classification Few-Shot Learning
Code Code Available Similarity-aware Positive Instance Sampling for Graph Contrastive Pre-training Jun 23, 2022 Contrastive Learning Graph Classification
— Unverified Understanding convolution on graphs via energies Jun 22, 2022 Inductive Bias Node Classification
Code Code Available 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 GraphFramEx: Towards Systematic Evaluation of Explainability Methods for Graph Neural Networks Jun 20, 2022 Node Classification
Code Code Available Beyond Real-world Benchmark Datasets: An Empirical Study of Node Classification with GNNs Jun 18, 2022 Attribute Node Classification
Code Code Available Sheaf Neural Networks with Connection Laplacians Jun 17, 2022 Graph Neural Network 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 Long Range Graph Benchmark Jun 16, 2022 Benchmarking Graph Classification
Code Code Available ResNorm: Tackling Long-tailed Degree Distribution Issue in Graph Neural Networks via Normalization Jun 16, 2022 Node Classification
— Unverified CLNode: Curriculum Learning for Node Classification Jun 15, 2022 Classification Node Classification
Code Code Available DiffWire: Inductive Graph Rewiring via the Lovász Bound Jun 15, 2022 Graph Classification Node Classification
Code Code Available 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 ACMP: Allen-Cahn Message Passing for Graph Neural Networks with Particle Phase Transition Jun 11, 2022 Node Classification
Code Code Available 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 NAGphormer: A Tokenized Graph Transformer for Node Classification in Large Graphs Jun 10, 2022 Graph Learning Graph Mining
Code Code Available Neo-GNNs: Neighborhood Overlap-aware Graph Neural Networks for Link Prediction Jun 9, 2022 Graph Classification Link Prediction
Code Code Available I'm Me, We're Us, and I'm Us: Tri-directional Contrastive Learning on Hypergraphs Jun 9, 2022 Contrastive Learning Data Augmentation
Code Code Available 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 Mixed Graph Contrastive Network for Semi-Supervised Node Classification Jun 6, 2022 Classification Contrastive Learning
— Unverified Restructuring Graph for Higher Homophily via Adaptive Spectral Clustering Jun 6, 2022 Clustering Node Classification
— Unverified On Calibration of Graph Neural Networks for Node Classification Jun 3, 2022 Classification Link Prediction
Code Code Available Automatic Relation-aware Graph Network Proliferation May 31, 2022 Graph Classification Graph Learning
Code Code Available Label-Enhanced Graph Neural Network for Semi-supervised Node Classification May 31, 2022 Graph Neural Network Node Classification
Code Code Available Universal Deep GNNs: Rethinking Residual Connection in GNNs from a Path Decomposition Perspective for Preventing the Over-smoothing May 30, 2022 Node Classification
— Unverified Bayesian Robust Graph Contrastive Learning May 27, 2022 Contrastive Learning Node Classification
Code Code Available Geometer: Graph Few-Shot Class-Incremental Learning via Prototype Representation May 27, 2022 class-incremental learning Class Incremental Learning
Code Code Available EvenNet: Ignoring Odd-Hop Neighbors Improves Robustness of Graph Neural Networks May 27, 2022 Node Classification
Code Code Available 