SOTAVerified

Graph Property Prediction

Papers

Showing 110 of 56 papers

TitleStatusHype
Graph Positional Autoencoders as Self-supervised Learners0
Message-Passing State-Space Models: Improving Graph Learning with Modern Sequence Modeling0
GotenNet: Rethinking Efficient 3D Equivariant Graph Neural NetworksCode2
Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet ExcellenceCode2
Graph Generative Pre-trained Transformer0
Virtual Nodes Can Help: Tackling Distribution Shifts in Federated Graph LearningCode0
Data-Driven Self-Supervised Graph Representation LearningCode0
Next Level Message-Passing with Hierarchical Support GraphsCode0
Towards Neural Scaling Laws for Foundation Models on Temporal GraphsCode1
Learning Long Range Dependencies on Graphs via Random WalksCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1EGNNStandardized MAE1.23Unverified
2SEGNNStandardized MAE1.08Unverified
3EQGATStandardized MAE0.86Unverified
4TorchMD-NETStandardized MAE0.84Unverified
5GeoformerStandardized MAE0.75Unverified
6EquiformerStandardized MAE0.7Unverified
7EquiformerV2Standardized MAE0.67Unverified
8GotenNet (Small)Standardized MAE0.6Unverified
9GotenNet (Base)Standardized MAE0.56Unverified
10GotenNet (Large)Standardized MAE0.52Unverified