ML Research Wiki / Benchmarks / Node Classification / roman-empire

roman-empire

Node Classification Benchmark

Performance Over Time

📊 Showing 7 results | 📏 Metric: Accuracy (% )

Top Performing Models

Rank Model Paper Accuracy (% ) Date Code
1 Polynormer Polynormer: Polynomial-Expressive Graph Transformer in Linear Time 0.00 2024-03-02 📦 cornell-zhang/Polynormer 📦 cornell-zhang/polynormer
2 GraphHyperConv HyperAggregation: Aggregating over Graph Edges with Hypernetworks 0.00 2024-07-16 📦 foisunt/hyperaggregation
3 FaberNet HoloNets: Spectral Convolutions do extend to Directed Graphs 0.00 2023-10-03 📦 ChristianKoke/HoloNets
4 GCN Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification 0.00 2024-06-13 📦 LUOyk1999/tunedGNN
5 GNNMoE(GAT-like P) Mixture of Experts Meets Decoupled Message Passing: Towards General and Adaptive Node Classification 0.00 2024-12-11 📦 GISec-Team/GNNMoE
6 GNNMoE(SAGE-like P) Mixture of Experts Meets Decoupled Message Passing: Towards General and Adaptive Node Classification 0.00 2024-12-11 📦 GISec-Team/GNNMoE
7 GNNMoE(GCN-like P) Mixture of Experts Meets Decoupled Message Passing: Towards General and Adaptive Node Classification 0.00 2024-12-11 📦 GISec-Team/GNNMoE

All Papers (7)

cornell-zhang/Polynormer cornell-zhang/polynormer
foisunt/hyperaggregation
ChristianKoke/HoloNets
LUOyk1999/tunedGNN
GISec-Team/GNNMoE
GISec-Team/GNNMoE
GISec-Team/GNNMoE