OpenCodePapers

node-classification-on-cluster

Node Classification
Results over time
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Leaderboard
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PaperCodeAccuracyModelNameReleaseDate
Graph Inductive Biases in Transformers without Message Passing✓ Link80.026GRIT2023-05-27
Global Self-Attention as a Replacement for Graph Convolution✓ Link79.232EGT2021-08-07
Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence✓ Link79.128 ± 0.235GatedGCN+2025-02-13
CKGConv: General Graph Convolution with Continuous Kernels✓ Link79.003CKGCN2024-04-21
Exphormer: Sparse Transformers for Graphs✓ Link78.22±0.045Exphormer2023-03-10
Learning Long Range Dependencies on Graphs via Random Walks✓ Link78.189 ± 0.188NeuralWalker2024-06-05
Graph Propagation Transformer for Graph Representation Learning✓ Link78.07GPTrans-Nano2023-05-19
Topology-Informed Graph Transformer✓ Link78.033TIGT2024-02-03
Recipe for a General, Powerful, Scalable Graph Transformer✓ Link77.95GPS2022-05-25
Graph Transformers without Positional Encodings77.456EIGENFORMER2024-01-31
Automatic Relation-aware Graph Network Proliferation✓ Link77.35ARGNP2022-05-31
Benchmarking Graph Neural Networks✓ Link76.08GatedGCN-PE2020-03-02
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