Graph Parsing Networks Feb 22, 2024 Graph Classification Graph Reconstruction
Code Code Available Graph Pooling for Graph Neural Networks: Progress, Challenges, and Opportunities Apr 15, 2022 Graph Classification Graph Generation
Code Code Available Robust Optimization as Data Augmentation for Large-scale Graphs Oct 19, 2020 Data Augmentation Graph Classification
Code Code Available GRPE: Relative Positional Encoding for Graph Transformer Jan 30, 2022 Graph Classification Graph Regression
Code Code Available GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training Jun 17, 2020 Contrastive 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 A Meta-Learning Approach for Training Explainable Graph Neural Networks Sep 20, 2021 Graph Classification Meta-Learning
Code Code Available A Comprehensive Graph Pooling Benchmark: Effectiveness, Robustness and Generalizability Jun 13, 2024 Graph Classification Graph Regression
Code Code Available Adversarial Attack on Community Detection by Hiding Individuals Jan 22, 2020 Adversarial Attack Community Detection
Code Code Available Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport Mar 20, 2022 Graph Classification Graph Learning
Code Code Available Automatic Relation-aware Graph Network Proliferation May 31, 2022 Graph Classification Graph Learning
Code Code Available Energy Transformer Feb 14, 2023 Anomaly Detection Graph Anomaly Detection
Code Code Available Geodesic Graph Neural Network for Efficient Graph Representation Learning Oct 6, 2022 Graph Classification Graph Learning
Code Code Available Global Self-Attention as a Replacement for Graph Convolution Aug 7, 2021 Edge Classification Graph Classification
Code Code Available Enhance Information Propagation for Graph Neural Network by Heterogeneous Aggregations Feb 8, 2021 Graph Classification Graph Neural Network
Code Code Available How Powerful are Graph Neural Networks? Oct 1, 2018 General Classification Graph Classification
Code Code Available BAGEL: A Benchmark for Assessing Graph Neural Network Explanations Jun 28, 2022 BIG-bench Machine Learning Graph Classification
Code Code Available Accurate Learning of Graph Representations with Graph Multiset Pooling Feb 23, 2021 Graph Classification Graph Clustering
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 A New Perspective on the Effects of Spectrum in Graph Neural Networks Dec 14, 2021 Graph Classification Graph Property Prediction
Code Code Available Total Variation Graph Neural Networks Nov 11, 2022 Clustering Graph Classification
Code Code Available Causal Attention for Interpretable and Generalizable Graph Classification Dec 30, 2021 Classification Graph Attention
Code Code Available Inductive Representation Learning on Large Graphs Jun 7, 2017 Graph Classification Graph Regression
Code Code Available Inference Attacks Against Graph Neural Networks Oct 6, 2021 Graph Classification Graph Embedding
Code Code Available Adversarial Attacks on Graph Classification via Bayesian Optimisation Nov 4, 2021 Adversarial Robustness Bayesian Optimisation
Code Code Available Efficiently predicting high resolution mass spectra with graph neural networks Jan 26, 2023 Graph Classification Information Retrieval
Code Code Available Deep Graph Mapper: Seeing Graphs through the Neural Lens Feb 10, 2020 Graph Classification Graph Representation Learning
Code Code Available Learning Graph Normalization for Graph Neural Networks Sep 24, 2020 Graph Classification Graph Regression
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 LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation Feb 6, 2020 Collaborative Filtering Graph Classification
Code Code Available Discovering Invariant Rationales for Graph Neural Networks Jan 30, 2022 Graph Classification
Code Code Available Locality Preserving Dense Graph Convolutional Networks with Graph Context-Aware Node Representations Oct 12, 2020 Classification Decoder
Code Code Available Adversarial Attacks on Graph Classifiers via Bayesian Optimisation Dec 1, 2021 Adversarial Robustness Bayesian Optimisation
Code Code Available Maximum Entropy Weighted Independent Set Pooling for Graph Neural Networks Jul 3, 2021 Combinatorial Optimization Graph Classification
Code Code Available Memory-Based Graph Networks Feb 21, 2020 Graph Classification regression
Code Code Available Metric Based Few-Shot Graph Classification Jun 8, 2022 Classification Data Augmentation
Code Code Available Mixup for Node and Graph Classification Jun 1, 2021 Classification Data Augmentation
Code Code Available Model-Agnostic Augmentation for Accurate Graph Classification Feb 21, 2022 Classification Graph Classification
Code Code Available Modeling Relational Data with Graph Convolutional Networks Mar 17, 2017 Decoder General Classification
Code Code Available A Graph is Worth K Words: Euclideanizing Graph using Pure Transformer Feb 4, 2024 Decoder Graph Classification
Code Code Available Detecting Beneficial Feature Interactions for Recommender Systems Aug 2, 2020 Graph Classification Graph Neural Network
Code Code Available Unleashing the Power of Graph Data Augmentation on Covariate Distribution Shift Nov 5, 2022 Data Augmentation 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 Online Graph Dictionary Learning Feb 12, 2021 Dictionary Learning 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 Differentially Private Graph Classification with GNNs Feb 5, 2022 BIG-bench Machine Learning Classification
Code Code Available Orthogonal Graph Neural Networks Sep 23, 2021 Attribute Graph Classification
Code Code Available DiffWire: Inductive Graph Rewiring via the Lovász Bound Jun 15, 2022 Graph Classification Node Classification
Code Code Available Directional Graph Networks Oct 6, 2020 Data Augmentation Graph Classification
Code Code Available Fine-tuning Graph Neural Networks by Preserving Graph Generative Patterns Dec 21, 2023 Graph Classification Graph Learning
Code Code Available 