Relation order histograms as a network embedding tool Jun 9, 2021 GPU Graph Classification
Code Code Available Do Transformers Really Perform Bad for Graph Representation? Jun 9, 2021 Graph Classification Graph Property Prediction
Code Code Available Learning subtree pattern importance for Weisfeiler-Lehmanbased graph kernels Jun 8, 2021 Graph Classification
Code Code Available Graph2Graph Learning with Conditional Autoregressive Models Jun 6, 2021 Graph Classification Graph Learning
— Unverified Convergent Graph Solvers Jun 3, 2021 Graph Classification Graph Neural Network
Code Code Available Mixup for Node and Graph Classification Jun 1, 2021 Classification Data Augmentation
Code Code Available How Attentive are Graph Attention Networks? May 30, 2021 Graph Attention Graph Classification
Code Code Available Self-Supervised Graph Representation Learning via Topology Transformations May 25, 2021 Graph Classification Graph Representation Learning
Code Code Available Revisiting 2D Convolutional Neural Networks for Graph-based Applications May 23, 2021 Computational Efficiency Graph Classification
— Unverified Multi-task Graph Convolutional Neural Network for Calcification Morphology and Distribution Analysis in Mammograms May 14, 2021 Graph Classification Graph Learning
— Unverified Graph Neural Networks for Inconsistent Cluster Detection in Incremental Entity Resolution May 12, 2021 Entity Resolution Graph Classification
— Unverified Structure-Aware Hierarchical Graph Pooling using Information Bottleneck Apr 27, 2021 General Classification Graph Classification
Code Code Available User Preference-aware Fake News Detection Apr 25, 2021 Fact Checking Fake News Detection
Code Code Available Permutation-Invariant Variational Autoencoder for Graph-Level Representation Learning Apr 20, 2021 Clustering General Classification
Code Code Available Quadratic GCN for Graph Classification Apr 14, 2021 Classification General Classification
Code Code Available Identity Inference on Blockchain using Graph Neural Network Apr 14, 2021 Graph Classification Graph Mining
Code Code Available A Hyperbolic-to-Hyperbolic Graph Convolutional Network Apr 14, 2021 General Classification Graph Classification
— Unverified Hierarchical Adaptive Pooling by Capturing High-order Dependency for Graph Representation Learning Apr 13, 2021 Graph Classification Graph Matching
— Unverified Smart Vectorizations for Single and Multiparameter Persistence Apr 10, 2021 Anomaly Detection Graph Classification
Code Code Available Scaling up graph homomorphism for classification via sampling Apr 8, 2021 BIG-bench Machine Learning Classification
— Unverified GABO: Graph Augmentations with Bi-level Optimization Apr 1, 2021 Bilevel Optimization Data Augmentation
— Unverified Parameterized Hypercomplex Graph Neural Networks for Graph Classification Mar 30, 2021 Classification General Classification
Code Code Available Unified Graph Structured Models for Video Understanding Mar 29, 2021 Action Detection Graph Classification
— Unverified Graph Classification by Mixture of Diverse Experts Mar 29, 2021 Classification General Classification
— Unverified Catastrophic Forgetting in Deep Graph Networks: an Introductory Benchmark for Graph Classification Mar 22, 2021 Continual Learning General Classification
Code Code Available GraphDIVE: Graph Classification by Mixture of Diverse Experts Mar 21, 2021 Classification Graph Classification
Code Code Available Learning to Represent the Evolution of Dynamic Graphs with Recurrent Models Mar 19, 2021 Decoder Graph Classification
— Unverified Diversified Multiscale Graph Learning with Graph Self-Correction Mar 17, 2021 Diversity Ensemble Learning
— Unverified Should Graph Neural Networks Use Features, Edges, Or Both? Mar 11, 2021 Classification General Classification
— Unverified Scaling Up Graph Homomorphism Features with Efficient Data Structures Mar 8, 2021 Graph Classification
— Unverified Sanity Check for Persistence Diagrams Mar 8, 2021 Graph Classification Topological Data Analysis
— Unverified Size-Invariant Graph Representations for Graph Classification Extrapolations Mar 8, 2021 Classification General Classification
Code Code Available Structure-Enhanced Meta-Learning For Few-Shot Graph Classification Mar 5, 2021 Classification General Classification
Code Code Available Graph Autoencoder for Graph Compression and Representation Learning Mar 4, 2021 Data Compression Graph Classification
Code Code Available Multi-Level Attention Pooling for Graph Neural Networks: Unifying Graph Representations with Multiple Localities Mar 2, 2021 Graph Classification
— Unverified CogDL: A Comprehensive Library for Graph Deep Learning Mar 1, 2021 Deep Learning Graph Classification
Code Code Available Graphfool: Targeted Label Adversarial Attack on Graph Embedding Feb 24, 2021 Adversarial Attack Classification
— Unverified Generalized Equivariance and Preferential Labeling for GNN Node Classification Feb 23, 2021 Classification General Classification
Code Code Available Accurate Learning of Graph Representations with Graph Multiset Pooling Feb 23, 2021 Graph Classification Graph Clustering
Code Code Available Ego-based Entropy Measures for Structural Representations on Graphs Feb 17, 2021 Graph Classification
— Unverified Walking Out of the Weisfeiler Leman Hierarchy: Graph Learning Beyond Message Passing Feb 17, 2021 Graph Classification Graph Learning
Code Code Available Reinforcement Learning For Data Poisoning on Graph Neural Networks Feb 12, 2021 BIG-bench Machine Learning Classification
— Unverified Online Graph Dictionary Learning Feb 12, 2021 Dictionary Learning Graph Classification
Code Code Available Improving Scene Graph Classification by Exploiting Knowledge from Texts Feb 9, 2021 Classification General Classification
— Unverified Enhance Information Propagation for Graph Neural Network by Heterogeneous Aggregations Feb 8, 2021 Graph Classification Graph Neural Network
Code Code Available Learning Graph Representations Feb 3, 2021 General Classification Graph Classification
— Unverified Graph Classification Based on Skeleton and Component Features Feb 2, 2021 Classification General Classification
— Unverified [Re] Parameterized Explainer for Graph Neural Network Jan 31, 2021 Graph Classification Graph Neural Network
Code Code Available Efficient Graph Deep Learning in TensorFlow with tf_geometric Jan 27, 2021 Deep Learning General Classification
Code Code Available Identity-aware Graph Neural Networks Jan 25, 2021 Graph Classification Graph Property Prediction
Code Code Available 