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
1PAS+F2GNNNumber of params16,346,166Unverified
2GIN+Number of params8,173,605Unverified
3GCN+Number of params5,549,605Unverified
4GatedGCN+Number of params5,547,557Unverified
5GC-T+MCL(6.0)Number of params4,006,704Unverified
6ExpC*+bag of tricksNumber of params3,758,642Unverified
7PASNumber of params3,717,160Unverified
8GIN+virtual nodeNumber of params3,288,042Unverified
9GIN+virtual node+FLAGNumber of params3,288,042Unverified
10DeeperGCN+FLAGNumber of params2,336,421Unverified