Metric: MAE (lower is better)
| # | Model↕ | MAE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ECFP + LightGBM | 0.2432 | No | Molecular Fingerprints Are Strong Models for Pep... | 2025-01-29 | Code |
| 2 | TT + LightGBM | 0.2438 | No | Molecular Fingerprints Are Strong Models for Pep... | 2025-01-29 | Code |
| 3 | RDKit + LightGBM | 0.2459 | No | Molecular Fingerprints Are Strong Models for Pep... | 2025-01-29 | Code |
| 4 | CKGCN | 0.2477 | No | CKGConv: General Graph Convolution with Continuo... | 2024-04-21 | Code |
| 5 | TIGT | 0.2485 | No | Topology-Informed Graph Transformer | 2024-02-03 | Code |
| 6 | BoP | 0.25 | No | From Primes to Paths: Enabling Fast Multi-Relati... | 2024-11-17 | Code |
| 7 | CIN++-500k | 0.2523 | No | CIN++: Enhancing Topological Message Passing | 2023-06-06 | Code |
| 8 | ViT-PS | 0.2559 | Yes | Learning Probabilistic Symmetrization for Archit... | 2023-06-05 | Code |
| 9 | EIGENFORMER | 0.2599 | No | Graph Transformers without Positional Encodings | 2024-01-31 | - |