OpenCodePapers
graph-property-prediction-on-qm9
Graph Property Prediction
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
Show papers without code
Paper
Code
Standardized MAE
↕
logMAE
↕
alpha (ma)
↕
gap (meV)
↕
ModelName
ReleaseDate
↕
GotenNet: Rethinking Efficient 3D Equivariant Graph Neural Networks
✓ Link
0.52
-6.41
28
19.8
GotenNet (Large)
2025-04-24
GotenNet: Rethinking Efficient 3D Equivariant Graph Neural Networks
✓ Link
0.56
-6.35
32
20.5
GotenNet (Base)
2025-04-24
GotenNet: Rethinking Efficient 3D Equivariant Graph Neural Networks
✓ Link
0.60
-6.29
33
21.2
GotenNet (Small)
2025-04-24
EquiformerV2: Improved Equivariant Transformer for Scaling to Higher-Degree Representations
✓ Link
0.67
-5.87
47
29
EquiformerV2
2023-06-21
Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs
✓ Link
0.70
-5.82
46
30
Equiformer
2022-06-23
[]()
0.75
-6.12
40
33.8
Geoformer
TorchMD-NET: Equivariant Transformers for Neural Network based Molecular Potentials
✓ Link
0.84
-5.90
59
36.1
TorchMD-NET
2022-02-05
[]()
0.86
-5.28
53
32
EQGAT
Geometric and Physical Quantities Improve E(3) Equivariant Message Passing
✓ Link
1.08
-5.27
60
42
SEGNN
2021-10-06
E(n) Equivariant Graph Neural Networks
✓ Link
1.23
-5.43
71
48
EGNN
2021-02-19