Graph Attention Networks Oct 30, 2017 Document Classification Graph Attention
Code Code Available Graph Autoencoder for Graph Compression and Representation Learning Mar 4, 2021 Data Compression Graph Classification
Code Code Available Variational Recurrent Neural Networks for Graph Classification Feb 7, 2019 Classification General Classification
Code Code Available Approximate Network Motif Mining Via Graph Learning Jun 2, 2022 BIG-bench Machine Learning Graph Classification
Code Code Available A Fair Comparison of Graph Neural Networks for Graph Classification Dec 20, 2019 General Classification Graph Classification
Code Code Available Graph Homomorphism Convolution May 3, 2020 General Classification Graph Classification
Code Code Available A Generalization of ViT/MLP-Mixer to Graphs Dec 27, 2022 Graph Classification Graph Regression
Code Code Available Total Variation Graph Neural Networks Nov 11, 2022 Clustering Graph Classification
Code Code Available Agent-based Graph Neural Networks Jun 22, 2022 Graph Classification Graph Neural Network
Code Code Available Walking Out of the Weisfeiler Leman Hierarchy: Graph Learning Beyond Message Passing Feb 17, 2021 Graph Classification Graph Learning
Code Code Available Accurate Learning of Graph Representations with Graph Multiset Pooling Feb 23, 2021 Graph Classification Graph Clustering
Code Code Available Enhance Information Propagation for Graph Neural Network by Heterogeneous Aggregations Feb 8, 2021 Graph Classification Graph Neural Network
Code Code Available Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models May 16, 2020 Graph Classification Node Classification
Code Code Available Evaluating Modules in Graph Contrastive Learning Jun 15, 2021 Contrastive Learning Graph Classification
Code Code Available Exploring Fake News Detection with Heterogeneous Social Media Context Graphs Dec 13, 2022 Articles Fake News Detection
Code Code Available Gated Graph Sequence Neural Networks Nov 17, 2015 Drug Discovery Graph Classification
Code Code Available Edge Representation Learning with Hypergraphs Jun 30, 2021 Graph Classification Graph Reconstruction
Code Code Available Global Self-Attention as a Replacement for Graph Convolution Aug 7, 2021 Edge Classification Graph Classification
Code Code Available Efficient Graph Deep Learning in TensorFlow with tf_geometric Jan 27, 2021 Deep Learning General Classification
Code Code Available DPPIN: A Biological Repository of Dynamic Protein-Protein Interaction Network Data Jul 5, 2021 Attribute Drug Discovery
Code Code Available Bridging the Gap Between Spectral and Spatial Domains in Graph Neural Networks Mar 26, 2020 Graph Classification Graph Learning
Code Code Available DRew: Dynamically Rewired Message Passing with Delay May 13, 2023 Graph Classification Graph Regression
Code Code Available Discovering Invariant Rationales for Graph Neural Networks Jan 30, 2022 Graph Classification
Code Code Available Directional Graph Networks Oct 6, 2020 Data Augmentation Graph Classification
Code Code Available TransGNN: Harnessing the Collaborative Power of Transformers and Graph Neural Networks for Recommender Systems Aug 28, 2023 Collaborative Filtering Graph Classification
Code Code Available DropGNN: Random Dropouts Increase the Expressiveness of Graph Neural Networks Nov 11, 2021 Graph Classification Graph Regression
Code Code Available AutoHEnsGNN: Winning Solution to AutoGraph Challenge for KDD Cup 2020 Nov 25, 2021 Graph Classification Node Classification
Code Code Available A Meta-Learning Approach for Training Explainable Graph Neural Networks Sep 20, 2021 Graph Classification Meta-Learning
Code Code Available Adversarial Attack on Community Detection by Hiding Individuals Jan 22, 2020 Adversarial Attack Community Detection
Code Code Available Automatic Relation-aware Graph Network Proliferation May 31, 2022 Graph Classification Graph Learning
Code Code Available AutoRDF2GML: Facilitating RDF Integration in Graph Machine Learning Jul 26, 2024 Graph Classification Knowledge Graphs
Code Code Available Backdoor Attacks to Graph Neural Networks Jun 19, 2020 Backdoor Attack General Classification
Code Code Available Efficiently predicting high resolution mass spectra with graph neural networks Jan 26, 2023 Graph Classification Information Retrieval
Code Code Available Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs Mar 10, 2020 BIG-bench Machine Learning Clustering
Code Code Available An Empirical Study of Graph Contrastive Learning Sep 2, 2021 Graph Classification Management
Code Code Available Expander Graph Propagation Oct 6, 2022 Graph Classification Graph Representation Learning
Code Code Available Adversarial Attacks on Graph Classification via Bayesian Optimisation Nov 4, 2021 Adversarial Robustness Bayesian Optimisation
Code Code Available Factorizable Graph Convolutional Networks Oct 12, 2020 Graph Classification Graph Regression
Code Code Available Fake News Detection on Social Media using Geometric Deep Learning Feb 10, 2019 Common Sense Reasoning Deep Learning
Code Code Available Deep Graph Mapper: Seeing Graphs through the Neural Lens Feb 10, 2020 Graph Classification Graph Representation Learning
Code Code Available Adversarial Attacks on Graph Classifiers via Bayesian Optimisation Dec 1, 2021 Adversarial Robustness Bayesian Optimisation
Code Code Available Certified Robustness of Graph Convolution Networks for Graph Classification under Topological Attacks Dec 1, 2020 General Classification Graph Classification
Code Code Available Fewer is More: A Deep Graph Metric Learning Perspective Using Fewer Proxies Oct 26, 2020 General Classification Graph Classification
Code Code Available Few-Shot Learning on Graphs via Super-Classes based on Graph Spectral Measures Feb 27, 2020 Active Learning Classification
Code Code Available Causal Attention for Interpretable and Generalizable Graph Classification Dec 30, 2021 Classification Graph Attention
Code Code Available CKGConv: General Graph Convolution with Continuous Kernels Apr 21, 2024 Graph Classification Graph Learning
Code Code Available Global Counterfactual Explainer for Graph Neural Networks Oct 21, 2022 counterfactual Counterfactual Explanation
Code Code Available G-Mixup: Graph Data Augmentation for Graph Classification Feb 15, 2022 Classification Data Augmentation
Code Code Available Detecting Beneficial Feature Interactions for Recommender Systems Aug 2, 2020 Graph Classification Graph Neural Network
Code Code Available Convolutional Kernel Networks for Graph-Structured Data Mar 11, 2020 Graph Classification
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