TREE-G: Decision Trees Contesting Graph Neural Networks Jul 6, 2022 Graph Classification Graph Learning
Code Code Available 5 Exphormer: Sparse Transformers for Graphs Mar 10, 2023 Graph Classification Graph Learning
Code Code Available 5 COPT: Coordinated Optimal Transport for Graph Sketching Mar 9, 2020 Graph Classification
Code Code Available 5 DPPIN: A Biological Repository of Dynamic Protein-Protein Interaction Network Data Jul 5, 2021 Attribute Drug Discovery
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 Expander Graph Propagation Oct 6, 2022 Graph Classification Graph Representation Learning
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 Improving Subgraph Recognition with Variational Graph Information Bottleneck Dec 18, 2021 Graph Classification
Code Code Available 5 Adversarial Attack on Community Detection by Hiding Individuals Jan 22, 2020 Adversarial Attack Community Detection
Code Code Available 5 Exploring Fake News Detection with Heterogeneous Social Media Context Graphs Dec 13, 2022 Articles Fake News Detection
Code Code Available 5 Automatic Relation-aware Graph Network Proliferation May 31, 2022 Graph Classification Graph Learning
Code Code Available 5 Federated Graph Classification over Non-IID Graphs Jun 25, 2021 Classification Clustering
Code Code Available 5 AutoRDF2GML: Facilitating RDF Integration in Graph Machine Learning Jul 26, 2024 Graph Classification Knowledge Graphs
Code Code Available 5 Factorizable Graph Convolutional Networks Oct 12, 2020 Graph Classification Graph Regression
Code Code Available 5 Backdoor Attacks to Graph Neural Networks Jun 19, 2020 Backdoor Attack General Classification
Code Code Available 5 Label Contrastive Coding based Graph Neural Network for Graph Classification Jan 14, 2021 Classification Contrastive Learning
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 Accurate Learning of Graph Representations with Graph Multiset Pooling Feb 23, 2021 Graph Classification Graph Clustering
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 Lifelong Graph Learning Sep 1, 2020 Action Recognition Continual Learning
Code Code Available 5 A Comprehensive Graph Pooling Benchmark: Effectiveness, Robustness and Generalizability Jun 13, 2024 Graph Classification Graph Regression
Code Code Available 5 Causal Attention for Interpretable and Generalizable Graph Classification Dec 30, 2021 Classification Graph Attention
Code Code Available 5 Fast Graph Representation Learning with PyTorch Geometric Mar 6, 2019 GPU Graph Classification
Code Code Available 5 Fast Graph Kernel with Optical Random Features Oct 16, 2020 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 Fewer is More: A Deep Graph Metric Learning Perspective Using Fewer Proxies Oct 26, 2020 General Classification Graph Classification
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 Few-Shot Learning on Graphs via Super-Classes based on Graph Spectral Measures Feb 27, 2020 Active Learning Classification
Code Code Available 5 Fine-tuning Graph Neural Networks by Preserving Graph Generative Patterns Dec 21, 2023 Graph Classification Graph Learning
Code Code Available 5 Memory-Based Graph Networks Feb 21, 2020 Graph Classification regression
Code Code Available 5 DRew: Dynamically Rewired Message Passing with Delay May 13, 2023 Graph Classification Graph Regression
Code Code Available 5 Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport Mar 20, 2022 Graph Classification Graph Learning
Code Code Available 5 Graph Masked Autoencoders with Transformers Feb 17, 2022 Decoder 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 Model-Agnostic Augmentation for Accurate Graph Classification Feb 21, 2022 Classification Graph Classification
Code Code Available 5 Modeling Graphs Beyond Hyperbolic: Graph Neural Networks in Symmetric Positive Definite Matrices Jun 24, 2023 Graph Classification
Code Code Available 5 Global Counterfactual Explainer for Graph Neural Networks Oct 21, 2022 counterfactual Counterfactual Explanation
Code Code Available 5 Geodesic Graph Neural Network for Efficient Graph Representation Learning Oct 6, 2022 Graph Classification Graph Learning
Code Code Available 5 Multiresolution Graph Transformers and Wavelet Positional Encoding for Learning Hierarchical Structures Feb 17, 2023 Graph Classification Graph Learning
Code Code Available 5 Neo-GNNs: Neighborhood Overlap-aware Graph Neural Networks for Link Prediction Jun 9, 2022 Graph Classification Link Prediction
Code Code Available 5 Total Variation Graph Neural Networks Nov 11, 2022 Clustering Graph Classification
Code Code Available 5 Unleashing the Power of Graph Data Augmentation on Covariate Distribution Shift Nov 5, 2022 Data Augmentation Graph Classification
Code Code Available 5 Discovering Invariant Rationales for Graph Neural Networks Jan 30, 2022 Graph Classification
Code Code Available 5 GOT: An Optimal Transport framework for Graph comparison Jun 5, 2019 Graph Classification
Code Code Available 5 graph2vec: Learning Distributed Representations of Graphs Jul 17, 2017 Clustering General Classification
Code Code Available 5 Differentially Private Graph Classification with GNNs Feb 5, 2022 BIG-bench Machine Learning Classification
Code Code Available 5 A Graph is Worth K Words: Euclideanizing Graph using Pure Transformer Feb 4, 2024 Decoder Graph Classification
Code Code Available 5 DiffWire: Inductive Graph Rewiring via the Lovász Bound Jun 15, 2022 Graph Classification Node Classification
Code Code Available 5 Directional Graph Networks Oct 6, 2020 Data Augmentation Graph Classification
Code Code Available 5 DropGNN: Random Dropouts Increase the Expressiveness of Graph Neural Networks Nov 11, 2021 Graph Classification Graph Regression
Code Code Available 5 