prompts
stringlengths
81
413
metrics_response
stringlengths
0
371
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 NEURON-MULTI dataset?
Accuracy
What metrics were used to measure the SW model in the Sliced Wasserstein Kernel for Persistence Diagrams paper on the NEURON-MULTI dataset?
Accuracy
What metrics were used to measure the WKPI-kmeans model in the Learning metrics for persistence-based summaries and applications for graph classification paper on the NEURON-MULTI dataset?
Accuracy
What metrics were used to measure the PWGK model in the Kernel method for persistence diagrams via kernel embedding and weight factor paper on the NEURON-MULTI dataset?
Accuracy
What metrics were used to measure the PI-PL model in the Persistence Images: A Stable Vector Representation of Persistent Homology paper on the NEURON-MULTI dataset?
Accuracy
What metrics were used to measure the DGCNN model in the DGCNN: Disordered Graph Convolutional Neural Network Based on the Gaussian Mixture Model paper on the AIDS dataset?
Accuracy
What metrics were used to measure the CT-Layer model in the DiffWire: Inductive Graph Rewiring via the Lovász Bound paper on the REDDIT-BINARY dataset?
Accuracy
What metrics were used to measure the GAP-Layer (Rcut) model in the DiffWire: Inductive Graph Rewiring via the Lovász Bound paper on the REDDIT-BINARY dataset?
Accuracy
What metrics were used to measure the DiffWire model in the DiffWire: Inductive Graph Rewiring via the Lovász Bound paper on the REDDIT-BINARY dataset?
Accuracy
What metrics were used to measure the GAP-Layer (Ncut) model in the DiffWire: Inductive Graph Rewiring via the Lovász Bound paper on the REDDIT-BINARY dataset?
Accuracy
What metrics were used to measure the sKNN-LDS model in the Mutual Information Maximization in Graph Neural Networks paper on the Digits dataset?
Accuracy
What metrics were used to measure the Exphormer model in the Exphormer: Sparse Transformers for Graphs paper on the CIFAR10 100k dataset?
Accuracy (%), Accuracy
What metrics were used to measure the ARGNP model in the Automatic Relation-aware Graph Network Proliferation paper on the CIFAR10 100k dataset?
Accuracy (%), Accuracy
What metrics were used to measure the DGN model in the Directional Graph Networks paper on the CIFAR10 100k dataset?
Accuracy (%), Accuracy
What metrics were used to measure the GPS model in the Recipe for a General, Powerful, Scalable Graph Transformer paper on the CIFAR10 100k dataset?
Accuracy (%), Accuracy
What metrics were used to measure the PNA model in the Principal Neighbourhood Aggregation for Graph Nets paper on the CIFAR10 100k dataset?
Accuracy (%), Accuracy
What metrics were used to measure the GatedGCN model in the Residual Gated Graph ConvNets paper on the CIFAR10 100k dataset?
Accuracy (%), Accuracy
What metrics were used to measure the EGT model in the Global Self-Attention as a Replacement for Graph Convolution paper on the CIFAR10 100k dataset?
Accuracy (%), Accuracy
What metrics were used to measure the GatedGCN model in the Benchmarking Graph Neural Networks paper on the CIFAR10 100k dataset?
Accuracy (%), Accuracy
What metrics were used to measure the GraphSage model in the Inductive Representation Learning on Large Graphs paper on the CIFAR10 100k dataset?
Accuracy (%), Accuracy
What metrics were used to measure the GAT model in the Graph Attention Networks paper on the CIFAR10 100k dataset?
Accuracy (%), Accuracy
What metrics were used to measure the MoNet model in the Geometric deep learning on graphs and manifolds using mixture model CNNs paper on the CIFAR10 100k dataset?
Accuracy (%), Accuracy
What metrics were used to measure the GIN model in the How Powerful are Graph Neural Networks? paper on the CIFAR10 100k dataset?
Accuracy (%), Accuracy
What metrics were used to measure the GRIT model in the Graph Inductive Biases in Transformers without Message Passing paper on the CIFAR10 100k dataset?
Accuracy (%), Accuracy
What metrics were used to measure the U2GNN (Unsupervised) model in the Universal Graph Transformer Self-Attention Networks paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
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-B dataset?
Accuracy, Accuracy (10-fold), Rand index
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-B dataset?
Accuracy, Accuracy (10-fold), Rand index
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-B dataset?
Accuracy, Accuracy (10-fold), Rand index
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-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the sGIN model in the Mutual Information Maximization in Graph Neural Networks paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the SEG-BERT model in the Segmented Graph-Bert for Graph Instance Modeling paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the U2GNN model in the Universal Graph Transformer Self-Attention Networks paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the PIN model in the Generalizing Topological Graph Neural Networks with Paths paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the GIUNet model in the Graph isomorphism UNet paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
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 IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
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-B dataset?
Accuracy, Accuracy (10-fold), Rand index
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-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the WEGL model in the Wasserstein Embedding for Graph Learning paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the FactorGCN model in the Factorizable Graph Convolutional Networks paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the GIN-0 model in the How Powerful are Graph Neural Networks? paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the AWE model in the Anonymous Walk Embeddings paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
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-B dataset?
Accuracy, Accuracy (10-fold), Rand index
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-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the 3-WL Kernel model in the Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the GMT model in the Accurate Learning of Graph Representations with Graph Multiset Pooling paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
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-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the CapsGNN model in the Capsule Graph Neural Network paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
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-B dataset?
Accuracy, Accuracy (10-fold), Rand index
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-B dataset?
Accuracy, Accuracy (10-fold), Rand index
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-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the TREE-G model in the TREE-G: Decision Trees Contesting Graph Neural Networks paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the GIN-0 model in the Fast Graph Representation Learning with PyTorch Geometric paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the PPGN model in the Provably Powerful Graph Networks paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the 2-WL-GNN model in the A Novel Higher-order Weisfeiler-Lehman Graph Convolution paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the GDL model in the Online Graph Dictionary Learning paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the GCAPS-CNN model in the Graph Capsule Convolutional Neural Networks paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the ApproxRepSet model in the Rep the Set: Neural Networks for Learning Set Representations paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the PSCN model in the Learning Convolutional Neural Networks for Graphs paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the 2D CNN model in the Graph Classification with 2D Convolutional Neural Networks paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
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-B dataset?
Accuracy, Accuracy (10-fold), Rand index
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-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the DGK model in the Deep Graph Kernels paper on the IMDb-B dataset?
Accuracy, Accuracy (10-fold), Rand index
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-B dataset?
Accuracy, Accuracy (10-fold), Rand index
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-B dataset?
Accuracy, Accuracy (10-fold), Rand index
What metrics were used to measure the GTOT-Tuning model in the Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport paper on the HIV dataset?
ROC-AUC
What metrics were used to measure the GMT model in the Accurate Learning of Graph Representations with Graph Multiset Pooling paper on the HIV dataset?
ROC-AUC
What metrics were used to measure the GWL_WL model in the Graph Invariant Kernels paper on the FRANKENSTEIN 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 FRANKENSTEIN dataset?
Accuracy
What metrics were used to measure the ASAP model in the ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations paper on the FRANKENSTEIN dataset?
Accuracy
What metrics were used to measure the SAGPool_g model in the Self-Attention Graph Pooling paper on the FRANKENSTEIN dataset?
Accuracy
What metrics were used to measure the SAGPool_h model in the Self-Attention Graph Pooling paper on the FRANKENSTEIN dataset?
Accuracy
What metrics were used to measure the UPFD-SAGE model in the User Preference-aware Fake News Detection paper on the UPFD-GOS dataset?
Accuracy (%)
What metrics were used to measure the HGFND model in the Nothing Stands Alone: Relational Fake News Detection with Hypergraph Neural Networks paper on the UPFD-GOS dataset?
Accuracy (%)
What metrics were used to measure the UPFD-GAT model in the User Preference-aware Fake News Detection paper on the UPFD-GOS dataset?
Accuracy (%)
What metrics were used to measure the UPFD-GCNFN model in the User Preference-aware Fake News Detection paper on the UPFD-GOS dataset?
Accuracy (%)
What metrics were used to measure the GCNFN model in the User Preference-aware Fake News Detection paper on the UPFD-GOS dataset?
Accuracy (%)
What metrics were used to measure the UPFD-GCN model in the User Preference-aware Fake News Detection paper on the UPFD-GOS dataset?
Accuracy (%)
What metrics were used to measure the GNNCL model in the User Preference-aware Fake News Detection paper on the UPFD-GOS dataset?
Accuracy (%)
What metrics were used to measure the UPFD-BiGCN model in the User Preference-aware Fake News Detection paper on the UPFD-GOS dataset?
Accuracy (%)
What metrics were used to measure the sKNN-LDS model in the Mutual Information Maximization in Graph Neural Networks paper on the Cora dataset?
Accuracy
What metrics were used to measure the DSGCN-allfeat model in the Bridging the Gap Between Spectral and Spatial Domains in Graph Neural Networks paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the TFGW SP (L=2) model in the Template based Graph Neural Network with Optimal Transport Distances paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the Norm-GN model in the A New Perspective on the Effects of Spectrum in Graph Neural Networks paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the GDL-g (SP) model in the Online Graph Dictionary Learning paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the FGW sp model in the Optimal Transport for structured data with application on graphs paper on the ENZYMES 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 ENZYMES dataset?
Accuracy
What metrics were used to measure the GIUNet model in the Graph isomorphism UNet paper on the ENZYMES 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 ENZYMES dataset?
Accuracy
What metrics were used to measure the HGP-SL model in the Hierarchical Graph Pooling with Structure Learning paper on the ENZYMES dataset?
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 ENZYMES 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 ENZYMES dataset?
Accuracy
What metrics were used to measure the UGT model in the Transitivity-Preserving Graph Representation Learning for Bridging Local Connectivity and Role-based Similarity paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the GraphStar model in the Graph Star Net for Generalized Multi-Task Learning paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the DSGCN-nodelabel model in the Bridging the Gap Between Spectral and Spatial Domains in Graph Neural Networks paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the EigenGCN-3 model in the Graph Convolutional Networks with EigenPooling paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the S2V (with 2 DiffPool) model in the Hierarchical Graph Representation Learning with Differentiable Pooling paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the GNN (DiffPool) model in the Hierarchical Graph Representation Learning with Differentiable Pooling paper on the ENZYMES dataset?
Accuracy
What metrics were used to measure the GIC model in the Gaussian-Induced Convolution for Graphs paper on the ENZYMES dataset?
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 ENZYMES dataset?
Accuracy
What metrics were used to measure the WEGL model in the Wasserstein Embedding for Graph Learning paper on the ENZYMES dataset?
Accuracy