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What metrics were used to measure the GIN model in the A Fair Comparison of Graph Neural Networks for Graph Classification paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the TREE-G model in the TREE-G: Decision Trees Contesting Graph Neural Networks paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the WWL model in the Wasserstein Weisfeiler-Lehman Graph Kernels paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the GAT-GC (f-Scaled) model in the Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the δ-2-LWL model in the Weisfeiler and Leman go sparse: Towards scalable higher-order graph embeddings paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the GraphSAGE model in the A Fair Comparison of Graph Neural Networks for Graph Classification paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the DAGCN model in the DAGCN: Dual Attention Graph Convolutional Networks paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the Evolution of Graph Classifiers model in the Evolution of Graph Classifiers paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the CapsGNN model in the Capsule Graph Neural Network paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the DGK model in the Deep Graph Kernels paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the ECC (5 scores) model in the Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the SPI-GCN model in the SPI-GCN: A Simple Permutation-Invariant Graph Convolutional Network paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the Fea2Fea-s2 model in the Fea2Fea: Exploring Structural Feature Correlations via Graph Neural Networks paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the VRGC model in the Variational Recurrent Neural Networks for Graph Classification paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the NDP model in the Hierarchical Representation Learning in Graph Neural Networks with Node Decimation Pooling paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the SF + RFC model in the A Simple Baseline Algorithm for Graph Classification paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the LDP model in the A simple yet effective baseline for non-attributed graph classification paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the DEMO-Net(weight) model in the DEMO-Net: Degree-specific Graph Neural Networks for Node and Graph Classification paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the BC + Capsules model in the Capsule Neural Networks for Graph Classification using Explicit Tensorial Graph Representations paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the 1-NMFPool model in the A Non-Negative Factorization approach to node pooling in Graph Convolutional Neural Networks paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the IsoNN model in the IsoNN: Isomorphic Neural Network for Graph Representation Learning and Classification paper on the HIV-DTI-77 dataset?
Accuracy, F1
What metrics were used to measure the SDBN model in the Structural Deep Network Embedding paper on the HIV-DTI-77 dataset?
Accuracy, F1
What metrics were used to measure the IsoNN-fast model in the IsoNN: Isomorphic Neural Network for Graph Representation Learning and Classification paper on the HIV-DTI-77 dataset?
Accuracy, F1
What metrics were used to measure the GIN model in the How Powerful are Graph Neural Networks? paper on the HIV-DTI-77 dataset?
Accuracy, F1
What metrics were used to measure the CNN model in the ImageNet Classification with Deep Convolutional Neural Networks paper on the HIV-DTI-77 dataset?
Accuracy, F1
What metrics were used to measure the WL model in the paper on the HIV-DTI-77 dataset?
Accuracy, F1
What metrics were used to measure the IsoNN model in the IsoNN: Isomorphic Neural Network for Graph Representation Learning and Classification paper on the HIV-fMRI-77 dataset?
Accuracy, F1
What metrics were used to measure the U2GNN (Unsupervised) model in the Universal Graph Transformer Self-Attention Networks paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the TFGW ADJ (L=2) model in the Template based Graph Neural Network with Optimal Transport Distances paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the TREE-G model in the TREE-G: Decision Trees Contesting Graph Neural Networks paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the MEWISPool model in the Maximum Entropy Weighted Independent Set Pooling for Graph Neural Networks paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the DUGNN model in the Learning Universal Graph Neural Network Embeddings With Aid Of Transfer Learning paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the G_ResNet model in the When Work Matters: Transforming Classical Network Structures to Graph CNN paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the sGIN model in the Mutual Information Maximization in Graph Neural Networks paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the GIUNet model in the Graph isomorphism UNet paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the U2GNN model in the Universal Graph Transformer Self-Attention Networks paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the SEG-BERT model in the Segmented Graph-Bert for Graph Instance Modeling paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the GIN-0 model in the How Powerful are Graph Neural Networks? paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the WEGL model in the Wasserstein Embedding for Graph Learning paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the GFN model in the Are Powerful Graph Neural Nets Necessary? A Dissection on Graph Classification paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the 1-WL Kernel model in the Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the DropGIN model in the DropGNN: Random Dropouts Increase the Expressiveness of Graph Neural Networks paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the GFN-light model in the Are Powerful Graph Neural Nets Necessary? A Dissection on Graph Classification paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the UGraphEmb-F model in the Unsupervised Inductive Graph-Level Representation Learning via Graph-Graph Proximity paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the Graph-JEPA model in the Graph-level Representation Learning with Joint-Embedding Predictive Architectures paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the GMT model in the Accurate Learning of Graph Representations with Graph Multiset Pooling paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the GDL model in the Online Graph Dictionary Learning paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the δ-2-LWL model in the Weisfeiler and Leman go sparse: Towards scalable higher-order graph embeddings paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the CapsGNN model in the Capsule Graph Neural Network paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the UGraphEmb model in the Unsupervised Inductive Graph-Level Representation Learning via Graph-Graph Proximity paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the PPGN model in the Provably Powerful Graph Networks paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the InfoGraph model in the InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the k-GNN model in the Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the WKPI-kcenters model in the Learning metrics for persistence-based summaries and applications for graph classification paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the hGANet model in the Graph Representation Learning via Hard and Channel-Wise Attention Networks paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the ApproxRepSet model in the Rep the Set: Neural Networks for Learning Set Representations paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the DGCNN model in the An End-to-End Deep Learning Architecture for Graph Classification paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the GraphSAGE model in the A Fair Comparison of Graph Neural Networks for Graph Classification paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the DGK model in the Deep Graph Kernels paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the SPI-GCN model in the SPI-GCN: A Simple Permutation-Invariant Graph Convolutional Network paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the DGCNN (sum) model in the An End-to-End Deep Learning Architecture for Graph Classification paper on the IMDb-M dataset?
Accuracy
What metrics were used to measure the Exphormer model in the Exphormer: Sparse Transformers for Graphs paper on the MNIST dataset?
Accuracy
What metrics were used to measure the EGT model in the Global Self-Attention as a Replacement for Graph Convolution paper on the MNIST dataset?
Accuracy
What metrics were used to measure the GRIT model in the Graph Inductive Biases in Transformers without Message Passing paper on the MNIST dataset?
Accuracy
What metrics were used to measure the GPS model in the Recipe for a General, Powerful, Scalable Graph Transformer paper on the MNIST dataset?
Accuracy
What metrics were used to measure the GatedGCN model in the Benchmarking Graph Neural Networks paper on the MNIST dataset?
Accuracy
What metrics were used to measure the GG-NN model in the Gated Graph Sequence Neural Networks paper on the IPC-grounded dataset?
Accuracy
What metrics were used to measure the CNN model in the IPC: A Benchmark Data Set for Learning with Graph-Structured Data paper on the IPC-grounded dataset?
Accuracy
What metrics were used to measure the NDP model in the Hierarchical Representation Learning in Graph Neural Networks with Node Decimation Pooling paper on the 5pt. Bench-Easy dataset?
Accuracy
What metrics were used to measure the Evolution of Graph Classifiers model in the Evolution of Graph Classifiers paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the MEWISPool model in the Maximum Entropy Weighted Independent Set Pooling for Graph Neural Networks paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the TFGW ADJ (L=2) model in the Template based Graph Neural Network with Optimal Transport Distances paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the GIUNet model in the Graph isomorphism UNet paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the G_Inception model in the When Work Matters: Transforming Classical Network Structures to Graph CNN paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the GIC model in the Gaussian-Induced Convolution for Graphs paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the CIN++ model in the CIN++: Enhancing Topological Message Passing paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the sGIN model in the Mutual Information Maximization in Graph Neural Networks paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the CAN model in the Cell Attention Networks paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the Deep WL SGN(0,1,2) model in the Subgraph Networks with Application to Structural Feature Space Expansion paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the QS-CNNs (Quantum Walk) model in the Quantum-based subgraph convolutional neural networks paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the PATCHY-SAN model in the Learning Convolutional Neural Networks for Graphs paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the DDGK model in the DDGK: Learning Graph Representations for Deep Divergence Graph Kernels paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the Graph-JEPA model in the Graph-level Representation Learning with Joint-Embedding Predictive Architectures paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the GraphStar model in the Graph Star Net for Generalized Multi-Task Learning paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the TREE-G model in the TREE-G: Decision Trees Contesting Graph Neural Networks paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the SEG-BERT model in the Segmented Graph-Bert for Graph Instance Modeling paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the GFN model in the Are Powerful Graph Neural Nets Necessary? A Dissection on Graph Classification paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the PPGN model in the Provably Powerful Graph Networks paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the GAT-GC (f-Scaled) model in the Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the DropGIN model in the DropGNN: Random Dropouts Increase the Expressiveness of Graph Neural Networks paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the LDP model in the A simple yet effective baseline for non-attributed graph classification paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the hGANet model in the Graph Representation Learning via Hard and Channel-Wise Attention Networks paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the U2GNN model in the Universal Graph Transformer Self-Attention Networks paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the FactorGCN model in the Factorizable Graph Convolutional Networks paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the GFN-light model in the Are Powerful Graph Neural Nets Necessary? A Dissection on Graph Classification paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the GIN-0 model in the How Powerful are Graph Neural Networks? paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the Multigraph ChebNet model in the Spectral Multigraph Networks for Discovering and Fusing Relationships in Molecules paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the InfoGraph model in the InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the PSCN model in the Learning Convolutional Neural Networks for Graphs paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy
What metrics were used to measure the BC + Capsules model in the Capsule Neural Networks for Graph Classification using Explicit Tensorial Graph Representations paper on the MUTAG dataset?
Accuracy, Accuracy (10-fold), Mean Accuracy