Template based Graph Neural Network with Optimal Transport Distances May 31, 2022 Graph Classification Graph Matching
Code Code Available Automatic Relation-aware Graph Network Proliferation May 31, 2022 Graph Classification Graph Learning
Code Code Available CGMN: A Contrastive Graph Matching Network for Self-Supervised Graph Similarity Learning May 30, 2022 Collaborative Filtering Graph Classification
Code Code Available Recipe for a General, Powerful, Scalable Graph Transformer May 25, 2022 Graph Classification Graph Property Prediction
Code Code Available Compressing Deep Graph Neural Networks via Adversarial Knowledge Distillation May 24, 2022 Graph Classification Knowledge Distillation
Code Code Available Asynchronous Neural Networks for Learning in Graphs May 24, 2022 Distributed Computing Graph Classification
— Unverified High-Order Pooling for Graph Neural Networks with Tensor Decomposition May 24, 2022 Classification Graph Classification
— Unverified GraphMAE: Self-Supervised Masked Graph Autoencoders May 22, 2022 Contrastive Learning Graph Classification
Code Code Available KGNN: Harnessing Kernel-based Networks for Semi-supervised Graph Classification May 21, 2022 Graph Classification Graph Neural Network
— Unverified Towards Explanation for Unsupervised Graph-Level Representation Learning May 20, 2022 Decision Making Graph Classification
Code Code Available Representation Power of Graph Neural Networks: Improved Expressivity via Algebraic Analysis May 19, 2022 Graph Classification
— Unverified Label-invariant Augmentation for Semi-Supervised Graph Classification May 19, 2022 Classification Contrastive Learning
— Unverified Parallel and Distributed Graph Neural Networks: An In-Depth Concurrency Analysis May 19, 2022 Graph Classification Link Prediction
— Unverified GraphHD: Efficient graph classification using hyperdimensional computing May 16, 2022 Classification Graph Classification
Code Code Available Orthogonal Gromov-Wasserstein Discrepancy with Efficient Lower Bound May 12, 2022 Graph Classification
Code Code Available Spatial-temporal associations representation and application for process monitoring using graph convolution neural network May 11, 2022 Chemical Process Graph Classification
— Unverified NDGGNET-A Node Independent Gate based Graph Neural Networks May 11, 2022 Graph Classification Link Prediction
— Unverified Data-Free Adversarial Knowledge Distillation for Graph Neural Networks May 8, 2022 Generative Adversarial Network Graph Classification
— Unverified Bandits for Structure Perturbation-based Black-box Attacks to Graph Neural Networks with Theoretical Guarantees May 7, 2022 Graph Classification Node Classification
Code Code Available Clustered Graph Matching for Label Recovery and Graph Classification May 6, 2022 Classification Graph Classification
— Unverified FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs May 5, 2022 Classification Few-Shot Learning
Code Code Available Spiking Graph Convolutional Networks May 5, 2022 Graph Classification Recommendation Systems
Code Code Available HL-Net: Heterophily Learning Network for Scene Graph Generation May 3, 2022 Graph Classification Graph Generation
Code Code Available FastGCL: Fast Self-Supervised Learning on Graphs via Contrastive Neighborhood Aggregation May 2, 2022 Classification Contrastive Learning
— Unverified DOTIN: Dropping Task-Irrelevant Nodes for GNNs Apr 28, 2022 Graph Classification Graph Learning
Code Code Available LiftPool: Lifting-based Graph Pooling for Hierarchical Graph Representation Learning Apr 27, 2022 Graph Classification Graph Representation Learning
— Unverified Reinforced Causal Explainer for Graph Neural Networks Apr 23, 2022 Graph Classification
Code Code Available SoftEdge: Regularizing Graph Classification with Random Soft Edges Apr 21, 2022 Classification Data Augmentation
— Unverified Graph neural networks and attention-based CNN-LSTM for protein classification Apr 20, 2022 Classification Graph Attention
Code Code Available BSAL: A Framework of Bi-component Structure and Attribute Learning for Link Prediction Apr 18, 2022 Attribute Graph Classification
Code Code Available Graph Pooling for Graph Neural Networks: Progress, Challenges, and Opportunities Apr 15, 2022 Graph Classification Graph Generation
Code Code Available Multi-view graph structure learning using subspace merging on Grassmann manifold Apr 11, 2022 Graph Classification Graph structure learning
— Unverified Relational Reasoning Over Spatial-Temporal Graphs for Video Summarization Apr 6, 2022 Graph Classification Relation
— Unverified On Understanding and Mitigating the Dimensional Collapse of Graph Contrastive Learning: a Non-Maximum Removal Approach Mar 24, 2022 Contrastive Learning Graph Classification
— Unverified Semisupervised Cross-scale Graph Prototypical Network for Hyperspectral Image Classification Mar 23, 2022 Graph Classification Hyperspectral Image Classification
Code Code Available Twin Weisfeiler-Lehman: High Expressive GNNs for Graph Classification Mar 22, 2022 Classification Graph Classification
— Unverified Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport Mar 20, 2022 Graph Classification Graph Learning
Code Code Available An explainability framework for cortical surface-based deep learning Mar 15, 2022 Anatomy Deep Learning
Code Code Available Incorporating Heterophily into Graph Neural Networks for Graph Classification Mar 15, 2022 Classification Graph Classification
Code Code Available PDNS-Net: A Large Heterogeneous Graph Benchmark Dataset of Network Resolutions for Graph Learning Mar 15, 2022 Classification Descriptive
Code Code Available Supervised Contrastive Learning with Structure Inference for Graph Classification Mar 15, 2022 Classification Contrastive Learning
— Unverified Flurry: a Fast Framework for Reproducible Multi-layered Provenance Graph Representation Learning Mar 5, 2022 Anomaly Detection Graph Classification
— Unverified Distribution Preserving Graph Representation Learning Feb 27, 2022 Graph Classification Graph Learning
— Unverified Automated Data Augmentations for Graph Classification Feb 26, 2022 Classification Data Augmentation
— Unverified Bayesian Deep Learning for Graphs Feb 24, 2022 Deep Learning Graph Classification
— Unverified Relation Regularized Scene Graph Generation Feb 22, 2022 Graph Classification Graph Generation
— Unverified Degree-Preserving Randomized Response for Graph Neural Networks under Local Differential Privacy Feb 21, 2022 Data Poisoning Graph Classification
— Unverified Model-Agnostic Augmentation for Accurate Graph Classification Feb 21, 2022 Classification Graph Classification
Code Code Available GRAPHSHAP: Explaining Identity-Aware Graph Classifiers Through the Language of Motifs Feb 17, 2022 Classification Computational Efficiency
— Unverified Graph Masked Autoencoders with Transformers Feb 17, 2022 Decoder Graph Classification
Code Code Available 