Causal Attention for Interpretable and Generalizable Graph Classification Dec 30, 2021 Classification Graph Attention
Code Code Available 5 Graph Attention Networks Oct 30, 2017 Document Classification Graph Attention
Code Code Available 5 Graph Backdoor Jun 21, 2020 Backdoor Attack Descriptive
Code Code Available 5 Approximate Network Motif Mining Via Graph Learning Jun 2, 2022 BIG-bench Machine Learning Graph Classification
Code Code Available 5 A Fair Comparison of Graph Neural Networks for Graph Classification Dec 20, 2019 General Classification Graph Classification
Code Code Available 5 GraphHD: Efficient graph classification using hyperdimensional computing May 16, 2022 Classification Graph Classification
Code Code Available 5 A Generalization of ViT/MLP-Mixer to Graphs Dec 27, 2022 Graph Classification Graph Regression
Code Code Available 5 Graph Inductive Biases in Transformers without Message Passing May 27, 2023 Graph Classification Graph Regression
Code Code Available 5 Agent-based Graph Neural Networks Jun 22, 2022 Graph Classification Graph Neural Network
Code Code Available 5 Detecting Beneficial Feature Interactions for Recommender Systems Aug 2, 2020 Graph Classification Graph Neural Network
Code Code Available 5 Graph-level Representation Learning with Joint-Embedding Predictive Architectures Sep 27, 2023 Contrastive Learning Data Augmentation
Code Code Available 5 FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs May 5, 2022 Classification Few-Shot Learning
Code Code Available 5 AutoRDF2GML: Facilitating RDF Integration in Graph Machine Learning Jul 26, 2024 Graph Classification Knowledge Graphs
Code Code Available 5 Total Variation Graph Neural Networks Nov 11, 2022 Clustering Graph Classification
Code Code Available 5 Compressing Deep Graph Neural Networks via Adversarial Knowledge Distillation May 24, 2022 Graph Classification Knowledge Distillation
Code Code Available 5 Fake News Detection on Social Media using Geometric Deep Learning Feb 10, 2019 Common Sense Reasoning Deep Learning
Code Code Available 5 Gated Graph Sequence Neural Networks Nov 17, 2015 Drug Discovery Graph Classification
Code Code Available 5 CKGConv: General Graph Convolution with Continuous Kernels Apr 21, 2024 Graph Classification Graph Learning
Code Code Available 5 Expander Graph Propagation Oct 6, 2022 Graph Classification Graph Representation Learning
Code Code Available 5 Exphormer: Sparse Transformers for Graphs Mar 10, 2023 Graph Classification Graph Learning
Code Code Available 5 Efficiently predicting high resolution mass spectra with graph neural networks Jan 26, 2023 Graph Classification Information Retrieval
Code Code Available 5 Certified Robustness of Graph Convolution Networks for Graph Classification under Topological Attacks Dec 1, 2020 General Classification Graph Classification
Code Code Available 5 Energy Transformer Feb 14, 2023 Anomaly Detection Graph Anomaly Detection
Code Code Available 5 Edge Representation Learning with Hypergraphs Jun 30, 2021 Graph Classification Graph Reconstruction
Code Code Available 5 CIN++: Enhancing Topological Message Passing Jun 6, 2023 Graph Classification Graph Regression
Code Code Available 5 Evaluating Modules in Graph Contrastive Learning Jun 15, 2021 Contrastive Learning Graph Classification
Code Code Available 5 AutoHEnsGNN: Winning Solution to AutoGraph Challenge for KDD Cup 2020 Nov 25, 2021 Graph Classification Node Classification
Code Code Available 5 A Meta-Learning Approach for Training Explainable Graph Neural Networks Sep 20, 2021 Graph Classification Meta-Learning
Code Code Available 5 Adversarial Attack on Community Detection by Hiding Individuals Jan 22, 2020 Adversarial Attack Community Detection
Code Code Available 5 Automatic Relation-aware Graph Network Proliferation May 31, 2022 Graph Classification Graph Learning
Code Code Available 5 Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models May 16, 2020 Graph Classification Node Classification
Code Code Available 5 Backdoor Attacks to Graph Neural Networks Jun 19, 2020 Backdoor Attack General Classification
Code Code Available 5 BAGEL: A Benchmark for Assessing Graph Neural Network Explanations Jun 28, 2022 BIG-bench Machine Learning Graph Classification
Code Code Available 5 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 5 An Empirical Study of Graph Contrastive Learning Sep 2, 2021 Graph Classification Management
Code Code Available 5 Composition-based Multi-Relational Graph Convolutional Networks Nov 8, 2019 General Classification Graph Classification
Code Code Available 5 Adversarial Attacks on Graph Classification via Bayesian Optimisation Nov 4, 2021 Adversarial Robustness Bayesian Optimisation
Code Code Available 5 Contrastive Multi-View Representation Learning on Graphs Jun 10, 2020 General Classification Graph Classification
Code Code Available 5 Fast Graph Representation Learning with PyTorch Geometric Mar 6, 2019 GPU Graph Classification
Code Code Available 5 Efficient Graph Deep Learning in TensorFlow with tf_geometric Jan 27, 2021 Deep Learning General Classification
Code Code Available 5 Adversarial Attacks on Graph Classifiers via Bayesian Optimisation Dec 1, 2021 Adversarial Robustness Bayesian Optimisation
Code Code Available 5 Convergent Graph Solvers Jun 3, 2021 Graph Classification Graph Neural Network
Code Code Available 5 COPT: Coordinated Optimal Transport for Graph Sketching Mar 9, 2020 Graph Classification
Code Code Available 5 Few-Shot Learning on Graphs via Super-Classes based on Graph Spectral Measures Feb 27, 2020 Active Learning Classification
Code Code Available 5 Enhance Information Propagation for Graph Neural Network by Heterogeneous Aggregations Feb 8, 2021 Graph Classification Graph Neural Network
Code Code Available 5 Deep Graph Mapper: Seeing Graphs through the Neural Lens Feb 10, 2020 Graph Classification Graph Representation Learning
Code Code Available 5 Geodesic Graph Neural Network for Efficient Graph Representation Learning Oct 6, 2022 Graph Classification Graph Learning
Code Code Available 5 Global Counterfactual Explainer for Graph Neural Networks Oct 21, 2022 counterfactual Counterfactual Explanation
Code Code Available 5 DRew: Dynamically Rewired Message Passing with Delay May 13, 2023 Graph Classification Graph Regression
Code Code Available 5 Catastrophic Forgetting in Deep Graph Networks: an Introductory Benchmark for Graph Classification Mar 22, 2021 Continual Learning General Classification
Code Code Available 5 