Invariant embedding for graph classification Aug 18, 2019 Classification General Classification
— Unverified CensNet: Convolution with Edge-Node Switching in Graph Neural Networks Aug 10, 2019 Graph Classification Graph Embedding
— Unverified HATS: A Hierarchical Graph Attention Network for Stock Movement Prediction Aug 7, 2019 Graph Attention Graph Classification
Code Code Available Graph Neural Networks for Small Graph and Giant Network Representation Learning: An Overview Aug 1, 2019 Graph Classification Graph Neural Network
— Unverified IsoNN: Isomorphic Neural Network for Graph Representation Learning and Classification Jul 22, 2019 Classification General Classification
Code Code Available Topology Based Scalable Graph Kernels Jul 15, 2019 Graph Classification
— Unverified k-hop Graph Neural Networks Jul 13, 2019 General Classification Graph Classification
Code Code Available Semi-Supervised Graph Embedding for Multi-Label Graph Node Classification Jul 12, 2019 Classification General Classification
— Unverified Label-Aware Graph Convolutional Networks Jul 10, 2019 Classification General Classification
— Unverified Graph Representation Learning via Hard and Channel-Wise Attention Networks Jul 5, 2019 Graph Attention Graph Classification
Code Code Available Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation Jul 4, 2019 Graph Classification Graph Representation Learning
Code Code Available iPool -- Information-based Pooling in Hierarchical Graph Neural Networks Jul 1, 2019 Graph Classification
— Unverified Graph Star Net for Generalized Multi-Task Learning Jun 21, 2019 Classification General Classification
Code Code Available Attacking Graph Convolutional Networks via Rewiring Jun 10, 2019 General Classification Graph Classification
— Unverified A Persistent Weisfeiler–Lehman Procedure for Graph Classification Jun 9, 2019 Classification General Classification
Code Code Available Labeled Graph Generative Adversarial Networks Jun 7, 2019 Graph Classification Image Generation
— Unverified DEMO-Net: Degree-specific Graph Neural Networks for Node and Graph Classification Jun 5, 2019 General Classification Graph Classification
Code Code Available Wasserstein Weisfeiler-Lehman Graph Kernels Jun 4, 2019 Graph Classification
Code Code Available 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 Provably Powerful Graph Networks May 27, 2019 Graph Classification Graph Learning
Code Code Available Graph Filtration Learning May 27, 2019 General Classification Graph Classification
Code Code Available Edge Contraction Pooling for Graph Neural Networks May 27, 2019 General Classification Graph Classification
— Unverified 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 Are Powerful Graph Neural Nets Necessary? A Dissection on Graph Classification May 11, 2019 Classification General Classification
Code Code Available Graph U-Nets May 11, 2019 Decoder General Classification
Code Code Available Understanding Attention and Generalization in Graph Neural Networks May 8, 2019 Graph Classification
Code Code Available PiNet: A Permutation Invariant Graph Neural Network for Graph Classification May 8, 2019 Classification General Classification
Code Code Available Learning Graph Neural Networks with Noisy Labels May 5, 2019 General Classification Graph Classification
— Unverified Capsule Graph Neural Network May 1, 2019 Graph Classification Graph Neural Network
Code Code Available Graph Classification with Geometric Scattering May 1, 2019 Classification General Classification
— Unverified Graph Transformer May 1, 2019 Few-Shot Learning General Classification
— Unverified DEEP GEOMETRICAL GRAPH CLASSIFICATION May 1, 2019 Classification Clustering
— 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 