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Code Code Available 0Cooperative Classification and Rationalization for Graph Generalization Mar 10, 2024 Classification Graph Classification
Code Code Available 0Semi-Supervised Graph Classification: A Hierarchical Graph Perspective Apr 10, 2019 Classification General Classification
Code Code Available 0Mirage: Model-Agnostic Graph Distillation for Graph Classification Oct 14, 2023 Benchmarking Classification
Code Code Available 0Generalization Error of Graph Neural Networks in the Mean-field Regime Feb 10, 2024 Graph Classification
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Code Code Available 0Modeling Edge Features with Deep Bayesian Graph Networks Aug 17, 2023 Graph Classification Graph Regression
Code Code Available 0Gaussian process regression with Sliced Wasserstein Weisfeiler-Lehman graph kernels Feb 6, 2024 Graph Classification Graph Regression
Code Code Available 0FoSR: First-order spectral rewiring for addressing oversquashing in GNNs Oct 21, 2022 Graph Classification
Code Code Available 0Learning-based Efficient Graph Similarity Computation via Multi-Scale Convolutional Set Matching Sep 10, 2018 Clustering Combinatorial Optimization
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Code Code Available 0Filtration Surfaces for Dynamic Graph Classification Sep 7, 2023 Classification Graph Classification
Code Code Available 0Molecular Topological Profile (MOLTOP) -- Simple and Strong Baseline for Molecular Graph Classification Jul 16, 2024 Feature Engineering Graph Classification
Code Code Available 0Molecular Topological Profile (MOLTOP) - Simple and Strong Baseline for Molecular Graph Classification Oct 17, 2024 Feature Engineering Graph Classification
Code Code Available 0Weisfeiler and Leman go sparse: Towards scalable higher-order graph embeddings Apr 2, 2019 General Classification Graph Classification
Code Code Available 0Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks Oct 4, 2018 Graph Classification
Code Code Available 0Fea2Fea: Exploring Structural Feature Correlations via Graph Neural Networks Jun 24, 2021 Feature Correlation Graph Classification
Code Code Available 0Unsupervised Hierarchical Graph Representation Learning by Mutual Information Maximization Mar 18, 2020 General Classification Graph Classification
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Code Code Available 0Towards Dynamic Message Passing on Graphs Oct 31, 2024 Graph Classification
Code Code Available 0MuGSI: Distilling GNNs with Multi-Granularity Structural Information for Graph Classification Jun 28, 2024 Classification Graph Classification
Code Code Available 0Attention Models in Graphs: A Survey Jul 20, 2018 Graph Attention Graph Classification
Code Code Available 0Multi-hop Attention-based Graph Pooling: A Personalized PageRank Perspective Mar 4, 2024 Graph Classification Graph Representation Learning
Code Code Available 0Community Detection with Graph Neural Networks Oct 25, 2018 Community Detection Graph Classification
Code Code Available 0Clique pooling for graph classification Mar 31, 2019 Classification General Classification
Code Code Available 0Towards Expressive Graph Representation Oct 12, 2020 Graph Classification Graph Neural Network
Code Code Available 0Fast Tree-Field Integrators: From Low Displacement Rank to Topological Transformers Jun 22, 2024 Graph Classification
Code Code Available 0Unsupervised Inductive Graph-Level Representation Learning via Graph-Graph Proximity Apr 1, 2019 General Classification Graph Classification
Code Code Available 0CliquePH: Higher-Order Information for Graph Neural Networks through Persistent Homology on Clique Graphs Sep 12, 2024 Graph Classification Graph Learning
Code Code Available 0Classification of Temporal Graphs using Persistent Homology Feb 14, 2025 Classification Graph Classification
Code Code Available 0Unsupervised Learning of Graph Hierarchical Abstractions with Differentiable Coarsening and Optimal Transport Dec 24, 2019 Graph Classification
Code Code Available 0Smart Vectorizations for Single and Multiparameter Persistence Apr 10, 2021 Anomaly Detection Graph Classification
Code Code Available 0CGMN: A Contrastive Graph Matching Network for Self-Supervised Graph Similarity Learning May 30, 2022 Collaborative Filtering Graph Classification
Code Code Available 0An Efficient Loop and Clique Coarsening Algorithm for Graph Classification Apr 18, 2024 Graph Classification Graph Representation Learning
Code Code Available 0Universal Graph Transformer Self-Attention Networks Sep 26, 2019 General Classification Graph Classification
Code Code Available 0SoGCN: Second-Order Graph Convolutional Networks Oct 14, 2021 Graph Classification Graph Regression
Code Code Available 0Towards Sparse Hierarchical Graph Classifiers Nov 3, 2018 Classification General Classification
Code Code Available 0Sparse Graph Attention Networks Dec 2, 2019 Classification General Classification
Code Code Available 0Invariant Graph Learning Meets Information Bottleneck for Out-of-Distribution Generalization Aug 3, 2024 Contrastive Learning Data Augmentation
Code Code Available 0Mutual Information Maximization in Graph Neural Networks May 21, 2019 General Classification Graph Classification
Code Code Available 0FIT-GNN: Faster Inference Time for GNNs Using Coarsening Oct 19, 2024 Classification Graph Classification
Code Code Available 0Fast Attributed Graph Embedding via Density of States Oct 11, 2021 Attribute Graph Classification
Code Code Available 0Network classification with applications to brain connectomics Jan 27, 2017 Classification Functional Connectivity
Code Code Available 0Network Embedding Exploration Tool (NEExT) Mar 20, 2025 Graph Classification Network Embedding
Code Code Available 0Exploring Consistency in Graph Representations:from Graph Kernels to Graph Neural Networks Oct 31, 2024 Graph Classification Graph Representation Learning
Code Code Available 0Neural Network Graph Similarity Computation Based on Graph Fusion Feb 25, 2025 Graph Classification Graph Similarity
Code Code Available 0A Simple yet Effective Method for Graph Classification Jun 6, 2022 Classification Graph Classification
Code Code Available 0Towards Neural Scaling Laws on Graphs Feb 3, 2024 Graph Classification Link Prediction
Code Code Available 0NeuroPath: A Neural Pathway Transformer for Joining the Dots of Human Connectomes Sep 26, 2024 2-task Classification 4-task Classification
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