Enhancing Graph Transformers with Hierarchical Distance Structural Encoding Aug 22, 2023 Graph Classification Graph Regression
Code Code Available Transitivity-Preserving Graph Representation Learning for Bridging Local Connectivity and Role-based Similarity Aug 18, 2023 Graph Classification Graph Representation Learning
Code Code Available S-Mixup: Structural Mixup for Graph Neural Networks Aug 16, 2023 Classification Graph Classification
Code Code Available Modeling Graphs Beyond Hyperbolic: Graph Neural Networks in Symmetric Positive Definite Matrices Jun 24, 2023 Graph Classification
Code Code Available Path Neural Networks: Expressive and Accurate Graph Neural Networks Jun 9, 2023 Graph Classification Graph Regression
Code Code Available CIN++: Enhancing Topological Message Passing Jun 6, 2023 Graph Classification Graph Regression
Code Code Available Learning Probabilistic Symmetrization for Architecture Agnostic Equivariance Jun 5, 2023 Graph Classification Graph Regression
Code Code Available Graph Inductive Biases in Transformers without Message Passing May 27, 2023 Graph Classification Graph Regression
Code Code Available DRew: Dynamically Rewired Message Passing with Delay May 13, 2023 Graph Classification Graph Regression
Code Code Available Exphormer: Sparse Transformers for Graphs Mar 10, 2023 Graph Classification Graph Learning
Code Code Available Masked Relation Learning for DeepFake Detection Feb 27, 2023 Binary Classification DeepFake Detection
Code Code Available Multiresolution Graph Transformers and Wavelet Positional Encoding for Learning Hierarchical Structures Feb 17, 2023 Graph Classification Graph Learning
Code Code Available Energy Transformer Feb 14, 2023 Anomaly Detection Graph Anomaly Detection
Code Code Available Unnoticeable Backdoor Attacks on Graph Neural Networks Feb 11, 2023 Backdoor Attack Graph Classification
Code Code Available Simplifying Subgraph Representation Learning for Scalable Link Prediction Jan 29, 2023 Graph Classification Graph Learning
Code Code Available On the Connection Between MPNN and Graph Transformer Jan 27, 2023 Graph Classification Graph Learning
Code Code Available Efficiently predicting high resolution mass spectra with graph neural networks Jan 26, 2023 Graph Classification Information Retrieval
Code Code Available A Generalization of ViT/MLP-Mixer to Graphs Dec 27, 2022 Graph Classification Graph Regression
Code Code Available Regularized Optimal Transport Layers for Generalized Global Pooling Operations Dec 13, 2022 Graph Classification image-classification
Code Code Available Exploring Fake News Detection with Heterogeneous Social Media Context Graphs Dec 13, 2022 Articles Fake News Detection
Code Code Available Total Variation Graph Neural Networks Nov 11, 2022 Clustering Graph Classification
Code Code Available Unlearning Graph Classifiers with Limited Data Resources Nov 6, 2022 Graph Classification Machine Unlearning
Code Code Available Unleashing the Power of Graph Data Augmentation on Covariate Distribution Shift Nov 5, 2022 Data Augmentation Graph Classification
Code Code Available PAGE: Prototype-Based Model-Level Explanations for Graph Neural Networks Oct 31, 2022 Computational Efficiency Graph Classification
Code Code Available Global Counterfactual Explainer for Graph Neural Networks Oct 21, 2022 counterfactual Counterfactual Explanation
Code Code Available MGNNI: Multiscale Graph Neural Networks with Implicit Layers Oct 15, 2022 Graph Classification Graph Neural Network
Code Code Available Expander Graph Propagation Oct 6, 2022 Graph Classification Graph Representation Learning
Code Code Available Geodesic Graph Neural Network for Efficient Graph Representation Learning Oct 6, 2022 Graph Classification Graph Learning
Code Code Available Tree Mover's Distance: Bridging Graph Metrics and Stability of Graph Neural Networks Oct 4, 2022 Graph Classification
Code Code Available SizeShiftReg: a Regularization Method for Improving Size-Generalization in Graph Neural Networks Jul 16, 2022 Graph Classification
Code Code Available Graph Property Prediction on Open Graph Benchmark: A Winning Solution by Graph Neural Architecture Search Jul 13, 2022 feature selection Graph Classification
Code Code Available Pure Transformers are Powerful Graph Learners Jul 6, 2022 Graph Classification Graph Learning
Code Code Available TREE-G: Decision Trees Contesting Graph Neural Networks Jul 6, 2022 Graph Classification Graph Learning
Code Code Available Transforming PageRank into an Infinite-Depth Graph Neural Network Jul 1, 2022 Graph Classification Graph Neural Network
Code Code Available BAGEL: A Benchmark for Assessing Graph Neural Network Explanations Jun 28, 2022 BIG-bench Machine Learning Graph Classification
Code Code Available Structural Entropy Guided Graph Hierarchical Pooling Jun 26, 2022 Classification global-optimization
Code Code Available Agent-based Graph Neural Networks Jun 22, 2022 Graph Classification Graph Neural Network
Code Code Available Boosting Graph Structure Learning with Dummy Nodes Jun 17, 2022 Graph Classification Graph Representation Learning
Code Code Available Long Range Graph Benchmark Jun 16, 2022 Benchmarking Graph Classification
Code Code Available DiffWire: Inductive Graph Rewiring via the Lovász Bound Jun 15, 2022 Graph Classification Node Classification
Code Code Available Neo-GNNs: Neighborhood Overlap-aware Graph Neural Networks for Link Prediction Jun 9, 2022 Graph Classification Link Prediction
Code Code Available Metric Based Few-Shot Graph Classification Jun 8, 2022 Classification Data Augmentation
Code Code Available Approximate Network Motif Mining Via Graph Learning Jun 2, 2022 BIG-bench Machine Learning Graph Classification
Code Code Available Shortest Path Networks for Graph Property Prediction Jun 2, 2022 Graph Classification Graph Neural Network
Code Code Available Automatic Relation-aware Graph Network Proliferation May 31, 2022 Graph Classification Graph Learning
Code Code Available Compressing Deep Graph Neural Networks via Adversarial Knowledge Distillation May 24, 2022 Graph Classification Knowledge Distillation
Code Code Available GraphHD: Efficient graph classification using hyperdimensional computing May 16, 2022 Classification Graph Classification
Code Code Available 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 