Exploiting Edge Features for Graph Neural Networks Jun 1, 2019 General Classification Graph Attention
— Unverified Discriminative structural graph classification May 31, 2019 Classification General Classification
— Unverified Graph Neural Tangent Kernel: Fusing Graph Neural Networks with Graph Kernels May 30, 2019 Graph Classification
Code Code Available Solving graph compression via optimal transport May 29, 2019 General Classification Graph Classification
— Unverified Strategies for Pre-training Graph Neural Networks May 29, 2019 Graph Classification Molecular Property Prediction
Code Code Available Provably Powerful Graph Networks May 27, 2019 Graph Classification Graph Learning
Code Code Available Edge Contraction Pooling for Graph Neural Networks May 27, 2019 General Classification Graph Classification
— Unverified Graph Filtration Learning May 27, 2019 General Classification Graph Classification
Code Code Available Mutual Information Maximization in Graph Neural Networks May 21, 2019 General Classification Graph Classification
Code Code Available IPC: A Benchmark Data Set for Learning with Graph-Structured Data May 15, 2019 Benchmarking Graph Classification
Code Code Available Function Space Pooling For Graph Convolutional Networks May 15, 2019 General Classification Graph Classification
— Unverified On Graph Classification Networks, Datasets and Baselines May 12, 2019 BIG-bench Machine Learning Classification
— Unverified Graph U-Nets May 11, 2019 Decoder General Classification
Code Code Available Are Powerful Graph Neural Nets Necessary? A Dissection on Graph Classification May 11, 2019 Classification General Classification
Code Code Available PiNet: A Permutation Invariant Graph Neural Network for Graph Classification May 8, 2019 Classification General Classification
Code Code Available Understanding Attention and Generalization in Graph Neural Networks May 8, 2019 Graph Classification
Code Code Available Learning Graph Neural Networks with Noisy Labels May 5, 2019 General Classification Graph Classification
— Unverified Graph Classification with Geometric Scattering May 1, 2019 Classification General Classification
— Unverified DEEP GEOMETRICAL GRAPH CLASSIFICATION May 1, 2019 Classification Clustering
— Unverified Capsule Graph Neural Network May 1, 2019 Graph Classification Graph Neural Network
Code Code Available Graph Transformer May 1, 2019 Few-Shot Learning General Classification
— Unverified Graph Convolutional Networks with EigenPooling Apr 30, 2019 Classification General Classification
Code Code Available Graph Kernels: A Survey Apr 27, 2019 Graph Classification Survey
— Unverified DDGK: Learning Graph Representations for Deep Divergence Graph Kernels Apr 21, 2019 Feature Engineering Graph Attention
Code Code Available PersLay: A Neural Network Layer for Persistence Diagrams and New Graph Topological Signatures Apr 20, 2019 Graph Classification Topological Data Analysis
Code Code Available edGNN: a Simple and Powerful GNN for Directed Labeled Graphs Apr 18, 2019 Graph Classification Graph Neural Network
Code Code Available Self-Attention Graph Pooling Apr 17, 2019 Graph Classification
Code Code Available Semi-Supervised Graph Classification: A Hierarchical Graph Perspective Apr 10, 2019 Classification General Classification
Code Code Available SPI-GCN: A Simple Permutation-Invariant Graph Convolutional Network Apr 8, 2019 BIG-bench Machine Learning Deep Learning
— Unverified DeepGCNs: Can GCNs Go as Deep as CNNs? Apr 7, 2019 3D Semantic Segmentation Graph Classification
Code Code Available Learning Backtrackless Aligned-Spatial Graph Convolutional Networks for Graph Classification Apr 6, 2019 General Classification Graph Classification
— Unverified DAGCN: Dual Attention Graph Convolutional Networks Apr 4, 2019 General Classification Graph Classification
Code Code Available Rep the Set: Neural Networks for Learning Set Representations Apr 3, 2019 General Classification Graph Classification
Code Code Available Weisfeiler and Leman go sparse: Towards scalable higher-order graph embeddings Apr 2, 2019 General Classification Graph Classification
Code Code Available Quantum-based subgraph convolutional neural networks Apr 1, 2019 General Classification Graph Classification
— Unverified Unsupervised Inductive Graph-Level Representation Learning via Graph-Graph Proximity Apr 1, 2019 General Classification Graph Classification
Code Code Available Clique pooling for graph classification Mar 31, 2019 Classification General Classification
Code Code Available A Survey on Graph Kernels Mar 28, 2019 Classification General Classification
— Unverified Subgraph Networks with Application to Structural Feature Space Expansion Mar 21, 2019 General Classification Graph Classification
— Unverified GNNExplainer: Generating Explanations for Graph Neural Networks Mar 10, 2019 BIG-bench Machine Learning Explainable artificial intelligence
Code Code Available Relational Pooling for Graph Representations Mar 6, 2019 General Classification Graph Classification
Code Code Available Fast Graph Representation Learning with PyTorch Geometric Mar 6, 2019 GPU Graph Classification
Code Code Available Graph Kernels Based on Linear Patterns: Theoretical and Experimental Comparisons Mar 1, 2019 BIG-bench Machine Learning Graph Classification
Code Code Available Learning Vertex Convolutional Networks for Graph Classification Feb 26, 2019 Classification General Classification
— Unverified Capsule Neural Networks for Graph Classification using Explicit Tensorial Graph Representations Feb 22, 2019 Benchmarking Classification
— Unverified Fake News Detection on Social Media using Geometric Deep Learning Feb 10, 2019 Common Sense Reasoning Deep Learning
Code Code Available Variational Recurrent Neural Networks for Graph Classification Feb 7, 2019 Classification General Classification
Code Code Available Propagation kernels: efficient graph kernels from propagated information Feb 1, 2019 Graph Classification
Code Code Available Graph Neural Networks with convolutional ARMA filters Jan 5, 2019 Classification General Classification
Code Code Available Attentional Heterogeneous Graph Neural Network: Application to Program Reidentification Dec 10, 2018 Graph Classification Graph Embedding
— Unverified 