Molecular Regression on AQSOL (val)
1.069MAEGAPE + RWPE
Evaluation results
| Method | Links | |
|---|---|---|
| GAPE + RWPEArchitecture=Transformer, Edge Features=None, Positional Encoding=GAPE + RWPE2025.05 | 1.069 | |
| GAPEArchitecture=Transformer, Edge Features=None, Positional Encoding=Graph Alignment Positional Encodings2025.05 | 1.085 | |
| GPSEArchitecture=Transformer, Edge Features=None, Positional Encoding=GPSE2025.05 | 1.105 | |
| RWPEArchitecture=Transformer, Edge Features=None, Positional Encoding=Random Walk Positional Encodings2025.05 | 1.12 | |
| R-LAPArchitecture=Transformer, Edge Features=None, Positional Encoding=Randomized Laplacian PE2025.05 | 1.23 | |
| SignNetArchitecture=Transformer, Edge Features=None, Positional Encoding=SignNet2025.05 | 1.26 | |
| ABS-LAPArchitecture=Transformer, Edge Features=None, Positional Encoding=Absolute Laplacian PE2025.05 | 1.27 | |
| LAPArchitecture=Transformer, Edge Features=None, Positional Encoding=Laplacian eigenvectors2025.05 | 1.31 | |
| NoneArchitecture=Transformer, Edge Features=None, Positional Encoding=None2025.05 | 1.71 |